{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "from pylab import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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xdMlyYg+mzJpCZrRHY76R4qo8wxjC5/c4hIzvEjmKxoZmZkyvIQw1YdRGJpPhhz/8IWvX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\nRKFQKBQKRdRQhohCoVAoFIqo8f+AQa2oatrgZQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b70624f128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#read image to array\n",
    "im = array(Image.open('empire.jpg'))\n",
    "\n",
    "#plot the image\n",
    "imshow(im)\n",
    "\n",
    "#some points\n",
    "x = [100,100,400,400]\n",
    "y = [200,500,200,500]\n",
    "\n",
    "#plot the points with red star-markers\n",
    "#plot(x,y)\n",
    "#plot(x,y,'go-')\n",
    "plot(x,y,'ks:')\n",
    "#plot(x,y,'r*')\n",
    "\n",
    "#line plot connecting the first two points\n",
    "#plot(x[:4],y[:4])\n",
    "\n",
    "#add title and show the plot\n",
    "title('Plotting: \"empire.jpg')\n",
    "#axis('off')\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "e:\\Program Files\\Anaconda3\\lib\\site-packages\\numpy\\ma\\core.py:6385: MaskedArrayFutureWarning: In the future the default for ma.minimum.reduce will be axis=0, not the current None, to match np.minimum.reduce. Explicitly pass 0 or None to silence this warning.\n",
      "  return self.reduce(a)\n",
      "e:\\Program Files\\Anaconda3\\lib\\site-packages\\numpy\\ma\\core.py:6385: MaskedArrayFutureWarning: In the future the default for ma.maximum.reduce will be axis=0, not the current None, to match np.maximum.reduce. Explicitly pass 0 or None to silence this warning.\n",
      "  return self.reduce(a)\n"
     ]
    },
    {
     "data": {
      "image/png": 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QqFJrvT9y49wRcfWWIN6DvyOr00xklWeQtLD3gc8KCgrygLMQ0VYK0n3uJaSD\n3YeI+/tdpdSha/v+tmaMMW8BTUqpXxtjDgCmKKVW9Q7wPQRfNjY2JhUXF0ei0egsYAJweCgUendN\n5w+Hwyn+/rshiv69EINiITAJSXX9CrkWJsVSGcPhcBbyPY8FtgmFQi0/O7mM7wlgh4KCgl0Ql34i\nYrzuEjMg15FPEa8ZSAjsf8ADnuedM3369ETEq3CyUmpK/EHGmJ+AT5RSF62HMVg2E6xRYOk1/BoD\nLwIu0tRlR3zvVWlpaU1lZWUFcJrrul/29NzhcDgZ0RuM9c97ALBd37590+vr6/HL1zYiE3sZsiJK\nR7wM2ciNOYaH3EifRVZdJhQKtU9z3AdZLQ70X29//zzVyOT/6qhRoz5KSUk5GxF77YR0ZQwjceRP\nEE3CGcAONouh+xhjvgRmKqXaewcc4FjP8+5vbm7uP3/+/KZoNFqF6EJOD4VCr7Q/l+8FGIlM/LsD\nE5HvNYiEBKYgmpHXgffW1BwpHA7viGhajg6FQq93tI/WehLwg+u6ZxtjTkbqbByL1MO4xhiTg6z0\nlwNfr0UL4/5IEa7RiMj2HiSkoGfNmvVma2trvlJqh/YHGWMe89//WCua3XqwRoGl1zDGnI+43V8n\nrtBMWVnZihUrViwBJrqu291ucYTD4YFIjPRkpJJhbGIvQyb1L5FV/BxkdVfX0U3dnxiSkVDGUETA\n+Bv/3AHk5vwa4p6d1FE82p+QtkdEi0ciK81FSLbEwv79+0/Ozc3dy3Gcw5EQwg3+/lcDOUqpsu6+\n760dY8xSRLNxY/x2rXUIuLGurq6htLS0T2tr63JkgjwsFAqtEiL63/euSAre/kg4AKSq3+dIaOI7\nYEr8aj8cDicimoRBiOj194ih+dd40WI4HJ4C1AO/aO8t0FqnIcLC37mu+2Dce/oQuVbuRnQAMYFr\nAxKSuqOHtTHuQsJz+OdbDhxfVVX1cllZ2Sme52W0r15ojDkS+d8c46fnWrYCrKbA0iv4Ars7EHV0\nrPhQtKysrKaysrISOKy7BkE4HB6PuPAPQlZ0k5DJ9RtgRk8b2fiGQqP/sxxxrz7hi8l2RVZypyAh\ngdZwOPwGIoD8MOZB8EMdU/yfkNZ6Z8QT0AcYU11dfXN1dfV3ffv2fTgvL294IBB4Bpl8RlmDoPv4\nuozBiCt/FVrro4Eby8vLW5YtW1aKrJKbgF+GQqEPwuFwAuKtOQ8x3AYi8feXEG/QZ6FQaFURoXA4\nPAq4OBxrdR0SAAAgAElEQVQO74IIVHMQj0LM8GyJ+/014Nu44XyChI4ykNBYPBOQ+/AX7ba3IsJF\n7Xnewrlz537sOM4RAwYMqBswYEDIcZzjjTHHd9YCuQMeQLQX3yHVDgHIyMg4raqqKtrQ0PBH4A/t\njvnKf9yBdvU6LFsu1lNg6RX8HOjdgQJgkOd59xcXF4+tr68H2Mt13aVrOkc4HN4BucGdiOgR7gbe\nDIVCizfcyFe9dhAJTxyAlIrdDlnxPwg8EgqFuqwZr7U+CMm0OABYkpube1P//v1vdhxnIHCIUurr\nDfoGthB8o6AFOFMp9SSsqli5qKGhIbBgwYIVyPeyC3Alcs1NQAyCNMRj9Dgivvs4FApFwuHwcCT2\nPh7RuIxG9ARNiMG5CPE+zUFCAx5yDS5D9C/3ALlAYSgU8sLh8OOIFmVkKBRazfWvtb4QqXPRJ04U\nizEmjHiPymbPnj2zqalpx8bGxv8kJCSMS09P32348OF1CQkJyY7j3AX8sQe9OYKIAVKBNEVKLC8v\nf3HZsmUn+J9NrlLq3/4Ykvz3fIZS6qlunt+ymWONAstGxRjTB/EOnAicppR6xk8nfB25Ee/pum6X\nfQXC4XAfZFVzLXKD/gdwTygU6pVSw777eS9k1Xkikq1wP/BgKBTq0rjRWo9BwhpZgUBg0ahRo5yk\npKQ8xEPxJRBWSk2CVaJMz8Z32/DrWrQC5yqlHgPQWu8JfDl//vzIypUrnwdOjTtkPuJBmg1M938y\nkcl/F2RijMXXy5BMmAVITP6lrq4x/7r8CfEgAOwUCoV+DIfDJyDNtc4PhUL/iD9Ga307cIrrunnt\n3lcKcPnixYtLq6urn1yyZMm7K1asOAQgKyvry+zs7OysrKzhgwYNCgKljuNcDbzQzWsjEdHQ7IkY\nROMWLFhAQ0NDOeJ1SVZKNRtjUpFwxb3A5bYp2NaBNQosGxVjzJ1I7PYcpdSzAFrri5D0rUNd1+2y\nZazvvn0ZyU3/C3BLKBRq7uqYjUk4HB6GxJbPRm6+TwG3hUKheZ0d48eV9waOCQQCp/bv3z8hLS3t\ni379+g1zHCcREWLGxGJ1wGDba6ENY8wipP/EtQBa64OBd+fMmUNzc/NDyCQ/EAnPfIOEgE5GagLE\niCB6k2+RRkLv9jTsBBAOh0cAxyDhrG1CodD8cDj8HaJROai9kai1noqIDE9tfy7f4zEHmGuMyURc\n/58BTzmOQ15e3sLs7Oz8zMzMlf369UsFioA/KKU6vdY6YFvP896ZP3/+ysbGxiTgLeT/80Dkeovx\nEdI10RoGWzjWKLBsNIwxRyHx1t8rpe4A0FoPQwqrvOy67tldHR8Oh89A3PNTkfzyTVKhX1hYuENi\nYuIpeXl5ffv06XMcIhLTwKXd8BwMRqryXZacnFwxYsSIloSEhEGIW/o2JJOhAVnh3qSU2urzyI0x\nLyBhqB2VUp7WeiAwrbm5ObBkyZLBjuOQkJBAQkICwWDQS0hIqIlEIl97nvdZMBhsdhxnTkpKysyk\npKR6oLij1FetdT8knJCDeKcmu67b4WcfDodvQMJaA0OhUDQcDpcjnqw/tzung5Qgvsx13Qc6eM1x\nSGnug40xdyNeiFbEoAEpeHU+cEv//v0PHzp0aEMgEMBxnCuBR3tybRhjdkOMpj8j/SMmIOmyM4F/\nIfqfPtYY3fKxQkPLRsEY0w9x87+BKKFj/B2Z5H7f0XExwuHwH4E/NzU1fTBv3rxp0Wh0NOLa7ZDC\nwsLRSFrXBCQ1MAPpd/AQogEYD1xaVFS0VlUECwsLt0EaLuUhK7QnioqKYpPJYS0tLb+fP3/+yvT0\n9O2GDx9+MHKznR4Oh29GattfBhwNnO+67k+x87quWw5cqbV+sqmp6dpZs2adNHz48NlpaWm3IfHv\nF2lr6fxXRNW+tfM0ssLdD/jIdd0VWutjk5KSnsjPzx8M4HleC9I9s9xxnDrgEP+nPVO01u8i+oBa\n4HAkxXRYu/0Wa60fAO7poNvmAcBHcWmracg13p7RyD24s5X9oYhe4jtEu3AyUhzpdEQXUOW67nKt\n9RHV1dUX1NbW3jZ06NDEjIyMhzzPu8AYc3Ys9NQNvkX+n/KQUMrHiDjyJaQSomUrwXoKLBsFY8xv\nEQHWSKXUYgCt9YFIgZ8zXdd9srNjw+HwJcC9tbW1by1cuDBWdc1DXMLDgflFRUWr1a0vLCx8Bak4\nF08zcExGRsZbKSkp9O/f/4u0tLR+wWAw1XEcD3Ehe47jBBzHcTzPa21ubl7W3Nz8NfBiKBT6Pu78\n7yCTShPiGt4VGIXkfx+GhAMAzge8xMTEA/Ly8oalpqbu4TjOAqXUKP/5ZxBjKQN423Xd1YwUX4h2\nR2pqavmwYcNKExMT90K8JX9WSpV29pltTfj1Lr4F6pVSE2PbtdYBxPhbCiyP9wD4Wo5WpFjQYORa\nykDCPuMQQzIdcdd/hbTInobUtRiLTMynIamIh7quWwWrBKh1dXV1zxUXF5+dkJCw/7hx4z5C6iI8\nHT9urfWZSEx/gOu6HaW1fgMsdV33yHA4nIvUsHgkFAp1mJWjtR4O3JWamnpsbm5udVJSUprjOFcB\n93ZHa2CMuRa4CcnGeB14XSl1tDHmXKR8dLJSqsMCTJYtB2sUWDYKftW5fkqpfWCV63Q6IuY60HXd\nDmOV4XD4CCSv+o5p06YNQm7GxciqeRjizq1EbuxBRDxVjkzQryOrvZeysrJmZ2ZmbpuQkJAPHOh5\n3syRI0cO7NOnz6A1jb2kpKS6pqamPzDJ87wfgYV1dXULiouLb/bH8G//9ffu4PD4VDWSk5PJzc2d\nm56ePio5OfnHnJycyUlJSWf4T1chCvkn2k1g2wKPAvtkZ2d/lZWVtQcS975GKRXfGnerJS6n/kKl\n1MPrej7/+kzpwAsQv8//Id/DdODXruuWh8PhMcCs0tLSVyorK49NTk6+ZPTo0fcBx7UvlqS1fhj4\nheu6qoNzx1p8H+u67r97OPajHMd5dMiQIakDBw7s63neR47jXKKUmtbVccaYLKAUEfHuDtyglJph\njLkNqXiY35NxWDZPrFFg2eAYY3YAfgROUUo9B6C13hURfR3sum6HdeH9ugA/Njc3r5w9e3YESTl8\nBLkR/x4JBcTKt46iLZzQAuydmJiYNnLkyPTExMTjs7OzT8vMzHQAotHoikAgkIv0G7htDcP/BKnq\ntoqGhoaWBQsWJHqeV1pbWzuzsrJy/4aGhvnRaPRbpNvdYYixswhJZQMpgtMPX9melpYWycvLq0pJ\nSembl5dnUlNTt3ccJ+jv+44/rs9jcWt/kjodeLhfv37lubm50UAgkAOcoJT6WWW+rQ3fW3A30gXw\nCKXUWxvjdbXWeyHGSBTYyRhzOPDojBkzPoxEIgdmZmaGhgwZEgZ2DoVCk9sdOwt4z3Xdn5UR1lqH\nkfeS7bpuj4W0Wus84OX09PTdhg4d2pKYmOg5jvN34HalVKddGI0xryGG9m7A75BiXS3IZzsZKOyh\nkNGymRHo7QFYtgp+hb9ij9t2GuLW/biL4+7zPC+7uLhYIdX++iGFji5Art1rkZtVrFZBrAVsYmZm\n5rnbbrvta7m5uW+MGjXqpJhBABAIBCYBLa7r3o7EewOu6zqu6zr+efOQPPZExJW6IH5Qqamp/xk7\nduzH2267beaECRMm7rvvvuy8887Dxo8fvzAYDMb6FwxFbqzViIGwDxLyAKC+vj44a9aszKVLl9bO\nnz+/oLKyss7zvJi35FD/c1niZ2bguq7nh1h2rampWT5jxoxhDQ0Ni4CXjTH3+JqNrRbfPX4ZohvY\naWO9rl+Ceyek1sZ+wEWe530QiUR+Aujbt28mErZaLc1Wa90XCTV9RcfsA3yyNgaBP67FruvuXldX\nt/OcOXPmLFu2LBCNRi/3PG+6MeYE34jqiEeQ1Mz9Eb3PnYhI9i6k+NFeazMey+aD9RRYNhj+jWcP\nxB3ZRyl1EKzKOJgL3Oa6bqijY8Ph8JHA66WlpfWVlZWLkcm1FRFc/dbf7X/IqnwA/sQdCATqs7Oz\nkwYNGpQwYsSI2uTk5PjJshjY1nXdRn8cQaSu/Xgk9DADmO66bqOvNt8T+NZ13RX+/ulIGpuDCNFW\n0djYOL+pqWl4S0tLYMmSJZSUlCyuqan5DklPA0nvykPi1SBNaq4Hbk1KStppm222MWlpabvl5+c3\n+4r4u5F89xOQ2g2rKuRprZP8z+D2wYMHz87KyhrtOM5K4Dql1ENdfSdbOsaYmcA7SqlLN+braq1r\nGhsbH5o3b97VixYtmlVTUzMWuEIpleU4zimhUGh4u/33RrxHE1zX/aHdc32QOhV/cl33jg6euwy5\nVt9FQlYz6SRrAuDxxx8fkJaWdm1ycvKVubm5tenp6Rn+sScppZbH7+v/z05FQhdZwGSl1DX+c/XI\nNXb32nxGls0Dm31g2ZAcgzRgARHTxW+PImlOPyMcDqd5nvfMypUrF1dWVg6kbSIFWZVdieRvP4us\nwFbpEUaNGtWUk5OTOHDgwIqEhITB/uaFSE2D/wAv+AK0JGTl8zNNgda6GfESOECt1voFRHA2D0lF\nW6m1TkbU48OAC1JSUo5JSUkBIDk5eWlqampeXV1ddnl5OVVVVSB531VIKeaZwJKioqLWwsLCI5ub\nm/83Y8aM7QcMGPB4Y2PjUfn5+f3T09Ov9zzvacdxZgHfaK2/BC51XXeSv3q8W2s9o7y8/N+VlZWV\nw4cPn5acnPygMWaaUurTrr6ULZyPgHONMQVIR8MVwC+VUjP9CS+lO2l1/r77I+K+D5A6CF1lqjjN\nzc0jPM+L1tbWjvW3zXYcJ4PV6yHEOASpOdFRnP8gxCP2ZgfPXYdkvYBoGcb7v5dorb8AnnVd9434\nAxYvXnwsEBw/fvwexcXFT6alpWXk5+dPdBznG2PML5RSJbF9lVKeMeZpRHA4DlhkjDkYMeKTkdLf\nli0YGz6wbEhORSZCEAFTjG2BRa7rdlYK+Aqg7+LFi/OQ/PwYRcgk/gqSpnUckpr1FsCwYcNqc3Jy\nMgYPHpzkGwQvI+r/vyKT938RgyQJUZ3/E0kfy0SKA+2LhDWuRNIWJyA14/dHsgS+AKq01i8jN/VZ\nruu+AxwPXIi4WR/u27dv9qhRoygoKIjk5uYyfvz48jFjxvwzEAjMQ1IKc2OpkEVFRVWIcfJYZWXl\n2TNmzBg0ZcqUpJKSEg841fO8Af777gN8rbW+T2udCeC67ttAQUtLy+Q5c+Yc1NzcvMjzvJf8CREA\nY8wAY8xq1fK2cC4DnkAySf6GfNdP+DUyPgNKjTHHGGN+Y4zZ1xiT61fZxBjjGGMmGGNuBWYhxsCp\nwJPI9dAhvt4jvampaUQkEmmM875WIPH59v0OQEJEb8SXNo7jLESDMyPuNfbysxH+iLj1v0MKeB2E\nNBN7Hl9cq7V+Umsda6BEKBR6HPh9YWHhd8CE+vr6S+bMmeNEIpFcz/N+NMbcYowZGPf6DwI1/mf5\nX8Sr8CEi7n21s8/BsmVgwweWDYYx5jykC+JhwOdKqQZ/hV0CPOm67lXtjwmHwzsBkxoaGl6cP3/+\nSUjK4X8QTQHIDeu3wNSioqIdAAoLC8dlZmbO2HvvvUlKSmp2HKcCWSE+jsREHSR0MAu4znXd7uZu\nr8KPAY9GjIhTkdz1KuRm+TqSEjfDdd2o1vpixBi5JhqN3hMIBEYDzJw5s6SkpCRSWVkZiEajVxYV\nFRXFzl9YWBgrKQvA8OHDjxw0aNBDgwYNyklPTw8gLZYbER1FBZLG+bk/Nge4MSEh4foRI0Y0+p/B\nnYgnZb5/yl16kLO+xWCM2R14G0k3nIuIP/frYNdSJISUjVw7/0ZCUjf7z3+FXD8XtPc0+J6nSGlp\nKcaYusrKymmIen9kQUHBQUicPiu+wZLW+n/I9dK+3XOsONJFrus+rLX+O+LGPwYxEp5BruskJDui\nLO5YBzgHMYIjSBGsJzrK7NFaT0xMTPxnVlbWNhkZGS2O45Q6jnOuUuo9/3O7D6mjcSpipJwGHK6U\nerujz9my5WDDB5YNySfIhNyglIpNeIciK/N/dnLMsUDVggULpiECrSVI22LtH/cBYhS8DlBYWJgY\nCAReHjJkSCQ5OTmI3Cw1Yki8iqyyL3Bdt+Znr9QDfK/GZP/nTr/r4a+QRjdP+rt9o7U+13Xd+4H7\ntdZOIBA4GRjteV7rmDFjhmRlZQVKSkqaysrKXiosLNwNeKWoqOhLROE9H9EReMXFxfeVlZWdPmLE\niLNycnJOHjRoUMjzvDccx/k1UgjpQ631GcALfiw5pLV+Z/78+S8PGTKkX//+/a9zHOcsf1zFwBXG\nmD0QN/gN6/JZbE4opb72PSUZSKoqiIhvOrLSzkHSSbdBrtXPgQ+VUi3GmKFIrYs8RM9yPDDIGHNE\nu7z/iwGampqaKysr05HPe3dEF9BKm4IfWDV5j0KyaNqzm7//G76xcVncc4e5rhvTAPysaJV/HTyq\ntX6dtg6k12ut/+S67rPt9v1Eaz22rKzsgmXLlt2Tm5ub26dPn/9OmzbtuIKCgtcQL9vFiDj2McQo\nsN07twKsp8CyQTDGHIa4HgEOVUq9C+CvfI5xXXdk+2P8HO9vGxsbv5s7d+4BwJNFRUVnARQWFiYA\nyUVFRfWFhYXpRUVFdf727TMzM6fsvvvu9OnTp85xnIWIeDCKGBDHuq5b18H4+iEFh8YjE0YKchOv\nRWK9UwHTnaIvvjt/D8RdPR5xtz4CvOm6bpPvHfkL8DvP88pWrFhR29zcPLasrCy6ePHiQFNT01+Q\niWpvxG37JpJNAcCAAQNqx44dm5qTkxMIBoNRx3GuR1IbT0Imt7Nc1/3KH8sQ4NXExMTRo0ePrgwE\nAv2R0tLnIA2W9gAGKaV6XNd/a8cYcwYSmhiqlFoCIlb1PK+kpqYmaf78+Ytnz569PWK0/RFIKCgo\nOBjxVBwTCoVe84/JQGpr/MZ13VXeIt9YeB/IRwokHY8YtecBP7mu+7+ejNdP+73aP89tiFj3cCQE\ntwApX/w8MCIQCFyam5v72379+hGNRnUgELgQCbcU0yZs3E8p9UmPPjTLZof1FFg2FEfE/d4n7ved\nWL3XfDyXA7ULFixwEHftObEn/Bh8LA4fP8n/Mjc3l7S0NBAvw1z/tRsR1+kqcZgxZoD/GvsiE3Ai\n4o2oQtIZs4DUuHPP99XsU5CJ+suOxGb+6u1NrfX7QCGSX/4yUKG1vh+p5HgV8I7jOHmZmZn/AGht\nbS3p169fTnl5+TVLly6ltbUVJO3yRKR0bzUwubKycp/vv//+zIqKiuUjRozIyszMvN3zvCccx4mV\nT/7cz2u/1XXdJVrrI1taWr6aNWvWkNGjR5cnJCScA3zvv9cAcLoxpgx4UynVZYtny2rE0gqHIB4s\nAOU4TnZlZSVlZWXzEUM0DVhSUFAwEDEIqoAbw+Hw66FQyEPCFCDCvXj2QsJTv/L/vg5413XdR9dm\nsK7rfqu1LkSM1WuR7/9dRK+wA+Kt+zPwVDQafW7RokUfZWRkPDV06NDjPc87zHGcL5DQ3wjkf+8q\nY8y3cV4/yxaINQosG4qsuN/jhVZDERd8R+wSjUY/i0QixwNXFBUVddmRrbCwcFvHcW7v169f1PO8\niOM4H/rFfu5rv68xJh8pCpSH3Liv8B9ntu/85hsPuyE352HAmciKa7kxxiA31seVUqu5U13XbUJi\nvs9orccjYY4/IIbIU0jGxBOIVyIybNiwBwD69u1b379//8DChQtT6+rqPkda1cZWkNOAnVpaWv49\nb968JxobG5eOGDFicE5OzpmRSCQnGAwejXS1CwMHaq2Pc123Qmu9cyQSuWf27NmnZWVlXTNo0KB8\nf79S2npPvA8c3NVnbFmNWG5//PWyL0B9ff3iurq6nRFBYhhZhV/o75OBGMPbIimvy7XW3wK/11q/\nFRcSOAzxVr2NdMbc0d+21vghhav8n9Xwr9FLEP3LtcBPVVVVV9XX1589ePDg/8vIyIi99u7AkYjn\n73esueCXZTPGGgWWDcU4pDTvbaxe/CcJWbGsRjgcdoBRdXV15cjNt6j9Ph2wc9++fUlMTAwAJR11\nrfNTy85CJtrlwASl1JyuTqqUqkQMiHf8cwSRDIEjkG581yCrpmuBJ5RSTe3P4brudOASrfWt/v5H\nA7mIoXAB4pr1gD9mZ2fnZWdnk56eTklJyW4VFRUPNDc334sIzpKQcEYy8ElpaemOK1ascJqbm1vz\n8/MPiUajM5RSSwOBQNTPOvhGa/0713X/o7U+KxqNDigvL/9TNBq9MDs7+xwkhg6SSXGQMWagDSWs\nGWPMIMQDBCKURWud4nneDbW1tY3Lly/PQ4Sdk4CctLS0T4AX/P1/RCb47ZFwD8g1+RHiUdrPDx0c\nsnLlyqqSkpJZo0ePHoz8D7y7hnENQK6NvkCxUqrbxY78a/S3WutLES/Fn4H7WlpariwpKVlcW1t7\ndFpa2osDBw68i7a04O87O59ly8CmJFo2FH2AaqXU/HZx+TRkkmvPPsDAqqqqEcB/ioqKyjvYpz3D\nMjIyWlJTU6sdx5nS/kk/1ewpRCj1PLDdmgyCjlBKRZRS3yilQkqp45GMiNeQMsuLjTFvGGPO93ve\nr4brumWu617mayh2QARnnyDhiFeRlDI8z6vNz89v3nXXXROUUlkDBgy4FEmJnEObmzkNUI2NjYWT\nJ09eNnXq1MaVK1f2q6ysHFNbW/vmuHHjPszJyQkiIrVXkKJOJwPfLVu27KElS5acR5sXZW8k3fNn\njXgsHfIIIjr8XVzBn187jpNdXl6eUlNTA1J6O9Yf4GvE8AKY7T+uqgfgd8a8ApiotR6EZBfstmzZ\nsmBaWto2iDfp3M4KEgEYY25AMiXKkMyIxcaYm9qlF64R13VbXdf9FMnKeAypEnp0TU0NZWVlv1BK\n1SFpusVIto1lC8YaBZYNRSK+BiCGX0Ewk3bVAH0uBGbV1tZmIiur7pCRnJzspKSkJNAuJGGMGYvc\nlI9Hei6cq5RapwyEGEqpFUqp0xFB4yPIZP0AkgP/ojFmn46Oc113BjLRH4+EJ0qRlddfHMfZ3XGc\npMTExEBmZubn+fn5DB8+vDAlJeURxM2/HFGr/wkgEoncP3v27NQff/xx6fTp051FixYd1dTUtH9G\nRkZKbm7u/cFgcKL//ociYZBvly9ffo8x5gFEcAiStoYxJtkYY72GneB7ig4BblJK3QurRIHnNTY2\n1tbW1patXLlyMVK2exDg5efnb4dMsjOQrIcapLYAWusUrfUziMEGYmSeB3xeW1u706BBg54HTGcZ\nM8aYo4wxLyJhioeROgWHIDUwrgIWGGNuNsak9eR9uq4bcV33AsSwOSwhIWHa4MGDK4wxf0F0LvfZ\nLolbPvZGYNlQJPPzMEEmIrIqAwiHw/0QF3oLcIzneTcBt9Im4loTwUAg4ASDwTTE1Q6AMSYFWckn\nAXsqpbprZPQIpdR0pFQxxpjByE3+AuAzY8yrwHlKqdUK1/g54y9rrT9F4vmHIOGFRxFD4aSBAwde\nlpyc/FK/fv32z8jIyFq4cOFBlZWVDyCehiOQG/SjACUlJbU1NTVDxo8f3xqJRLIGDBiwbNiwYRen\npKT8efny5WdXVVVNQwRlfwXu9zzvdiQ+fANStW4bpDhTuTHm0K6a5WzF5CCGX7w3agdgv4qKCioq\nKvoCNxcVFXmFhYX9gIZAIBCrYrgS0QfoUCgUCzPtCZwSd66hSMXLa0KhULXWeiSS/bIaxpgkxDsV\nK250qVIqXj/znjHmFsQwuBI4yRhztlLq4568Wdd1Fxlj6hBP0yAk7FXN6r1LLFso1iiwrHf8OH4q\nPzcKMgCWLl26dzgcPgzJfY4ggr/U1tbWz/HrGnTzpeoikYgXiUTqg8Fgbtz2y5E88Alrahe7vlBK\nlQN/N8bcjdRVuAf4yhhzJvBZ+9RG13UrgOe11h7S/fBFpBENwHNpaWknp6WlkZGRURqJRHL69Olz\nQVlZWX00GgW5OV8PPF9UVPRDYWHhBT/88MOtdXV1/UaPHp0ViUTqR4wYcV1ubi6pqamvlZWVHYWI\nySqBg30NwWXGmAjiwp6OiOCeMMbcjxht07uTjrmVMD7uMdZ98TDP85pqa2uTV65cOQuI9fDIRTJZ\nFvh/T0L0BPG1Idp7aG9Fvptn/TbZO+HX4WjHVUgxoTOUUk91NFD/OrzaGPMPxBj8yBjzHhKqCiDC\n1e+VUp2GjXzj4w4gHSnYtQgIKKV+ptmxbHlYo8CyIRgMDERq/MfTCNDY2Ph7JIRwD+JRuAKgoaEh\nlrFQQvdoaW1t9SKRSCQYDA4EMMYEkFXSoxvLIIjHn0hfNMZ8hVTF+wSYa4x5Vil1YweHaGQVejQS\n489A8sLvAqIpKSlHjR8/nkWLFrWkpaUFFi5cGGlsbIwAg4uKin4AKCoqeriwsLBo+vTpr9bV1e29\n3XbbpTmO4w0fPtwZOHDg0QMGDDjev9HfxerK8WsQgyCW8nYMbQ2cbmb1iWx9k+e/71nEdY/c1PDj\n8+/4f95hjLlLKeVFo9EJjY2NCVVVVTXNzc1f+V6CCYhBelsoFJoSDoeHIp6dc5DwT4yPEUMYxBDc\nDrjBGFOen5+/PD09vQQJR7XnHODpzgyCeJRSc4wx+yEG6mX++Vrx7/l+Fs0U/BCSTz3iFTkY+b/8\nrVJqof+cNQi2EqymwLIhqEJCAkPabW8EcBwHYPdQKPTHUCh0JX6Mu7W1NZa/3V1PQU1DQ0Owubm5\nj+d5sfr+A2irfNhrKKUWIBkLhyKx/ZBfa//v8a1rfZHXY67rHum6bhgxaJ5BbuQBRMHemJiYeHBC\nQkLxqFGjgjk5OWc7jvNdYWHhvnEvGfY8L23hwoX//vrrr6Pz5s1ziouLveXLl1csW7bsB9d1XwBy\nXNf9W9wYW1k9y+NS2tIV2xt065NzkdXnDCSHflNmtXRVpZSntc5zHOfIhoaG4LJlywK0NfbaE5k8\nb+R69IgAACAASURBVAQIhUJLkEl/LnFeMz9L5mDXdQ+iTej5GXBZamrqCuDj9n1BjDHJSLXLbhcw\nUkpFlVIvKKV2R8J2KUj2zOlI5cahiHGWh6Te7oL0ALkO2HVr77i5tWI9BZb1jlKqyRjzKbJKuT/u\nqQisMgoS47aXAwSDwVgctrvG6uza2tpAa2trIBqNjvK3beM/LursoI2FX//gXWPM+4iBEN+9cDt8\nPUI8fu+EMxHF+h+An4Chl1xySVVRUdETjY2Nbmpq6oTU1NS0BQsWfFJYWHgrog0YjnQF3H/58uX1\nkyZNOrmmpmbliBEjMgOBwKta698UFBTMN8b0j1Xj88dY47uaRyMu6x+RjpbPb4jPxOcXyPfzA1Jh\n72c59JsQQUQX8A5tXpbrotFoQllZWUtTU9MTRUVFsfj/GGB+UVFRvBhvH+ADv2jRKuKyCm5CPDZT\n/e6WNyIq//ac7z9+tTZvIq4Wh/F/nl6b81i2fKxRYNlQfIQU/IknftUV3052gP8YW00F6R6fr1y5\ncklra+sQJGQBItZroeOWtB0RQCbT+OpyExE36lRkUgZpm7xWtd+VUlFjzJVIP4ZrkNS2fTvb319J\n3qy1fhPJPHhTa32A4zh3pKamMmzYsM8aGhrGjhkzJrJw4cI/NjQ05AFHFxUVeQCFhYXn1NXVtU6d\nOvWMaDTaMmLECJWYmDilsbFxckpKyk3Aaq11lVLnG2NSEQV8f+Auv4XuLxGDbdJ61hdEkXbW05EM\njk0SY8xuyAo+CShXSn2jte7ned7py5cvT1y6dKmDXOcxxgEzw+FwHhI2mIsYf7d09hqu6z4eDodf\nA5bl5OQ8l5GRkUG72gS+cPZPwGO9ERKzbF3Y8IFlQzGStvzsGPFGQbww8H6A5ubmWNzVoRsUFRU1\nABe1tLSAlAcGmdC7U4o1gKjCpyBllz+P+wkhE+RDcdtmIH0D1gql1DuIcOvvyETxC2PMicaYxM6O\ncV33e2QlvRuSA58CHJ+QkHBGdnb2r/v27Tt/5MiR3oABA04HXi4sLBwEUFRU1FJUVHR2a2vrAdOm\nTZs5efLkQGVlZXDu3Lm7/PTTT7v56XTt+RuSnx4BKowx2UgthW9pq8y3PuiDKPc95HveZPUEiKdm\nFpKtcZ2/7TIgccWKFS1VVVUr8IWHhYWFDiIoNMDtSKrgLUjKqV7D6+wAkJ6efgzwlOu637R7/mSk\nQugd7Q+0WNY31iiwbCjyWb2SIfiagoSEhFJERR1jAfBYc3NzrLJepxNlB8xrbGwkGAymaq37ICvw\nj7vYPwFZocbi6SVIOpiK+8lFVod5/t/bI8bD27R5NXqMUqrJX3Efhrijn2cN/eld1/0aEWRehwjN\nXnddd15WVtatI0aM2Ck3N3dyTk4OOTk5hwNfFRYWrmo0VVRU9Elra+uEhQsX3jN58mSWLl3qOY5z\nved5z/hNeQAwxmQhmSD3Avl+HYaltK2CH/A7LK4P/ow0+7kMKbyT1fXuvYNfm2AHpOX3f5RSy/zm\nR+dXVVVFKioqEj3Pu6moqCiWZqgQ79IHSMng/2fvvMPjqK42/t7ZXUmr3i1LLnLHdzB2gIQQOiT0\nmjBDSQEChBAgEELoIJbQS0ILEEioIYRZWoCETjDFhGJjbM+VsIolS1axepe2zP3+ODPSaq3qwmfI\n/J5nn5V2p+/u3HNPec+vQDk175SUlIwr1w2gX1EUeL3eFGzpJfCAmis9xznfkXkeLi4AXKPAZceR\nCUo4jCUEIJSYmLgWwGGBQMAJX90M4Kz09PTZ9v+T8hTYdLe1kS2hKMppoBtx1TjL7wMqv7sWpOl+\nGEilrTTm4Ygr1dv/rwPlR6SDvAvbBOf8Y5AHYDWAPiEEE0IssiVrR+NaUAz4PgD1wWDwKFB1wNMZ\nGRl5nHPMnj07YdasWdM8Hs8KXdeXOSva/SN+09bWdvWqVatYXV1dVEp5ipRSBINBZzmnnO5Gznl9\nzH7PAYnuAMBHQoj/CCGOxxQQQvxcCNEqhOgWQvwI1Gr6cVCp3gbQ92RnNAzOAeWnxGb6H8UYK2xv\nb/e2trZGMTLvYi+Q12NFSUlJHShEMxuTywH4ND09/X777/jwwKH2cdy2Fefg4jJlXKPAZUexAZRc\nN4SdXNWUkpJSB6oQeD4QCHwXVJcNxtjWfB8bmpubZVdXF8Lh8GVSynrQzH4snJldEcgtPNlBvh7k\nBr4RJOiyrdwAOu8VoNBEGUirYAs0TevTNO0c0HklgNzaB4DCCbMAoLCwsGXmzJnKvHnzshMTEz/Q\ndf1o26UNwzCkYRg39vT0/Przzz+XZWVl4YGBgTwp5fvBYPBQ+9zSQPr3Q3DOy0HtpZ1M+BkAnrSb\nS02IHZO/H1SOlwpKussB5RMAFJaJYjsYWtsTu8/BjaCmV05Lap+U8va+vr5QY2MjwuHww4ZhxApT\nLQOwPqaD53Egb9R/MA6BQOBCAOHc3Nw0kDFaGrfIdwE0cs7jQwouLjsE1yhw2VE8BWCZECI+oa4h\nMTGRgbqtLQPN0p2ZopPsN+maaMMw+rq7u//T2tpqeTye2VLKj0BSwmPxCWgg/iGoBO++cZaN5wJQ\naOOKKawzFifYz9fB/h1GIpFdgsHgW8Fg8CW7g90IbL381SBvx8WggedvAM5WFCW/sLDQn52d3bjb\nbrv5c3NzX2aMPabr+tBv3DCMewcGBg4sKyvr/vLLLwd6e3v9AF43TTNNSvk8gCeEEPvE7pNzvh5k\nGHSBqidCINXGMRFCZAgh7gGVzyWCsvLh9XoBSmR0PEibQNLNx9vr7S6EOEsIccgkrt+O5DwMG18O\nezLGFjY1NSW0trZGQAmjscwHUBYIBGQgEJCgWv/3SkpKJmo2dZCiKPD5fKcAeEjTtHjBL44dWx66\nI8kDGYEuXyNco8BlKsyGnRQ1CV4BqbQdG/d6HYC9GGNeUG2033kjHA4n2X+O1jBpPE7q6upSACAa\njWYhrudCHFeBZsROtcJUKnA2g4R+fjLRgmMhhCiwkwt/CfKmpAOYL6XExo0bZ0UikX1BHoxrxtjE\nQSBhqGmg6o6fgD6XQwE8MXPmzFnFxcVKcXGxnDZt2s9g18w7GIbxYTQaPa6ysrJ/3bp1PU1NTZBS\nXl5aWpptWdY6AO/Y3RaHsGPZfwRwKkiM6XwhxE+FEPcJIS62Z9YQQuwthKgEeQbOACXcOTw5b968\nZFBo6NWY1z/FsGdnJej6viWE2GUy1zMOLyg8cTvIaDodw5/zVDgVwD/iJKoPlVLKjo6O0MDAwOuG\nYXTHrTMbVJ1SBTr/fTA5TYFUv98P+/cwokzQ7l1wIKi50tcNBWTwrwHlkLh8TXCNApexWAxKcHoM\nNMC/AEoI/AKTy8IvBiXlfRD3+s0A1LS0tDtAg4OT2Pf9hoYGpzNi01QO1DCMlpaWls5wOIxIJLIU\nQI4QIl44CaD8AackbwloFps+ynJj4QcZMluVMW8bA1UAQlLKO6WUMwYGBsL19fX44osvsGbNGnR0\ndCRaltUNEjHaAk3TLE3T2jVN6wM1Y3oBwPmgLPgnYDeTys3NfTM3Nxc5OTnXnHzyyX/XdT3V2YZh\nGCssyzq4tra2fu3ataipqZHhcPh7paWlC6PRaBuAp4UQs+N2fRco9JIKins/AfJ23AzgcyHEHSBP\nQiNId2BXzvlVoOv8GoCfKoryM5BbPrYOvxfDHqI9QMJG3+ecl031+oISMf8Fyge4DsBfQUaoPtkN\n2Il9eYjJSwkGg8VSyqtbW1tZc3OzgrhSW13XZ4K+x++BjIHzQd6v58bbVyAQCABYmpmZ+YGUshVU\n6RDLuaCci6+jiNCJoCqbKCauvnDZiXCNApfRuA10478MVHttgQbPm0CW/7Mg93s+xk4KdDKuB2Jf\n1DTtMymlVBSFAbirpKSktKSkpL6kpORtAM7MbMqzu87Ozk8bGxuj7e3tOaDSsPpREvf+az8OBfUP\nSAAJ04zHNAB3gsIONaCb3ZVTPT4hRDoooc8PAB0dHbtt3rzZt27dOt8nn3xivf32281r165t9Pl8\nAFCnqmrreNsDAE3TejRN+yEouXIjSGL3OAAyLS3t0AULFnQWFBTI+fPnn+z3+z/Tdb3QWdcwjHUA\n1Pb29pNM00R5eTnr6enxbNiwoSASicySUn4ihNjdWd5ulHQayFORDLp+s0GhgRWgWXkNgKM453dx\nzmvs9dYB+I+iKAOMsSRs2egnCttbwzlfBSDIOd9aNUpHHXAB6Ps6DTQg/R3kzp8Mh4IG4tgqgJMA\noLGxMdTV1fWxYRjx7vxfgPIu/mWrGJ4KuharJ9jXtQBy09LSkhljH8a2SRZCZIKMj0dsdcyvG1eC\nKmweAJUnp46/uMvOgmsUuMRzNKgmvgQ0Y9obFAI4BOR6Pwo0o3kONKP/EMMNY2KpAxkEo4nTDCqK\nAmwpZ+yEDZIwRaLR6P0VFRWelpYWDA4OlsfsP5ZOkDv29yAPxlOjLBPLPNCN/UyQkfQ4qHLhr5M9\nLiHELkKIX1uW9YllWZd1dXWhsrISpaWlCa+++qp86623lq9evfqW7u7ukzMzM3MzMzOxZMmSxQAG\nhRCv28l646Jp2iDIs3AEgFth97z3er0Zixcv7k1ISFg/e/bsBcnJySt1XV8AALquzwN9riv6+vpO\nr6io8FRVVSVu3Lixo6KiIiMUCjEp5atCiEXOfjjn/wR9P9pAA+UenPONnHOdc57LOZ8/RpfFfXw+\n36f23/Ex9ijs+5AQYgmADiHEFkqPk2S5/XyA/dwCKrVcAQopjFvVYntyrge1OHbaHPullL/o6upi\nra2tPinls6Osuh+A1w3D6AoEArNB4Z9AvIphLIFAgAFAamoqFEXZHaQiGcsdoN/B78c75h2MAjKC\n74x53A47RwQ00F9rv7Zr3HoLQR6if9mv/RuuYfC1wDUKXGLJAt2cXgVlx8cnPQE02B4McgufAopv\nv20/D2Hr6lfDzo6Po83j8QBbZvE73oVJKRrqup6v6/ouAGAYxgv9/f0f9/f3IxqNzpRSfso5H80L\nMAhyYZ8DEpoZj9vs5ReBYuS/A1Ax0XEJIeYIIR4QQlwnpVxpWdZdoVBoUUVFhfejjz6yXnvttfB7\n7733VnV19eUDAwMHG4ZxFYClM2fO9KSnD0UzrgC5038uhMgRQhwthDhGCDFztH1qmvYiaIZ6BEhG\nuBMAGGOpxcXF56empoq5c+dOS09P/9D2GMwCaSQUGIbx5MDAgFZZWelraGjAxo0bu6uqqrLD4XCq\nlPK/sRoFnHMsWLDgPJCR9KoQ4qiJrgcANTMzcxD0+caHBfpBngcFZHAAwCVCiK1RW60HxfPnx7wW\nBQ1mS0GejfG4CZT8en6MguNZAOZs3ryZtbW1rcfojYoWYrhq4Ieg78xELvNTACA5ORlSykZN05zB\n09GNOB1ACee8boLtbE9yAdwLyp1pA32HgiDv05H24yyQcZwKGvAvBxle74GunQKqOEkChbLWgHQ5\nltnLT+b74vL/iCtz/L9DAsilegLohxkFybB2gWZSa0CDhCN3O1HcfJ39eN9+vgt0c4ilH9QJL56N\nCQkJ6SClthdiXm8CJQl+D+MLEEHX9WJ7mVm6rj8G4HkAz9bV1X1n7ty5SX6//3AhxIwJbqpdIFdx\nASgWHs8hoNj5hDkOdpVFre3q/TOAH0gp0dPTg+rqatTU1MiNGzeitbX1uWg0eoVhGJWx6/t8Pp6T\nk8MURemSUvoZYx+BBsu97P17Yvb1GeizqgXwAue8GwA0TXsmGAy+Cqqo+Clopvag3+8/dM6cObs2\nNjautSxrSUNDw+ft7e37AvAahhEFAMMwntd1/adVVVVPWZbVGQ6Ho5ZlRebMmZPs9/vfEkIcZpfn\nvebz+ZCSkjKtt7f3MQDPCyGmjeEhcCR652RlZeWCcjnq4xbZBBpICjGc35EBMmzemei6j8JoQkHO\ngD0HWwpqOcfpdOv8va0jAQCQUp7Z3d0dbmpq8kUikXvi+hpA1/VkUGMh5/M8AMAHJSUlYybLBgKB\nRNh9FFJSUgaxZSLh3qDPe9ychB3AvSCj8kEMd3X8ACMTJg8HTRpWgs77+yDj+r8gY7sWdP84E8Pl\nmCtA+Tz/BoVyMnbkSbhsG66n4H8DFRTjbAYNWBmguvQTQcpyb4NmB4tBP/qpzE42YbjPe3wYodTe\n9wgYY2tTU1MHGGM/CgQCQ54EwzC6QDHIK3Rdn0jV8AHQzO8xkOfiZQC7VVdXVzc0NDgdF0et+4/h\nKdCs7uejvJcCuk4njPLeCOzchfcAbDBN80sAP9i0aZP84osv8P777+P999/v/uyzz67evHlzwdNP\nP63HGwQAkJCQMC0xMRFSylrGmA9k8EhQCONSUOLmDFDSXDNoAHsMwPrYagFN07pAs8yzQQbPi6Dk\ntzdzc3N/LqU0CgsL87Oysj5H3KzNMIx/RKPRo6uqqryNjY2969evT6+oqBjo6+vzSSnfsFvxHgtg\n+ezZs+vnzJkTBBmb19otq0djqdfrVRRFycDoYZc19vM+oElKJSg/4rgxtjcRHmxdIqhiP4akuYPB\n4CIAu3V3d/taWlo6MFLIyMEJrzgepAXYUt47nhMAzPL7/fD7/YmMsXivwr6gcxjV0Joi3wH19piI\nHAA/AoVPLgeFBG7HlhUUr4MMgOmge8UK+zhXgTwJjkHwaNx6H9nrzIXLTo3rKfjmkwaacTWAsqJN\njHThMpDbdjbIVTilzH+bp0CeAg10U3H4EsCRQgh/nCv/HkVRzsjKykJbW9syDIvZADS4XwDgQF3X\nDwHNvBpBM5MPAXxgz9aeAN2UzsDwDe2B7u7uzqamJuTm5vqmT5++lxAizZlJj0KHve34MIYH5Hno\nAcnVjokdh37a+b+trW1+X18fysrKmGmaAx0dHVcAeNAwjPFyF+Dz+Wbk5uaiqKhIBeUxFIAaOx3E\nOY81IoL2A7aI0CsAXhZCHOHI4GqaZgH4C4C/BIPBo0HemLVer/fTXXfdFVVVVc9Nnz79RwD+qev6\nBwB+YRhGKQAYhvGqruv71NbWvtbT08OklMmWZUXmz5/vS0lJeVUIcSrnPArA4/f7H8nLy3uiubn5\nIgD5QojT7PdiOcHr9baDQlOjfbdqQAbVeaBZfDNotrlslGUnIgkUxorfj2OsVo+zbkL8C1LKR8Ph\ncKi+vj4hHA7faBhG7yjrHQOqoFgZCAScKoTrR1kult0AIDs7G1LKMsbYUPtqIcRPQEbgNZzzrrE2\nMElUDHshlsGuTBmDH4KMoqcm2KYEGYbJGFlF8jtQAnIN6Lc6GgMYP4fHZSfA9RR88ykEZfNfCHJH\nxsd0JWggvg9bZxAA9EM3QLPTWEPzWVC52XOxM0lbhOfNtLS0CIAzA4HA9wKBwDT77Y9A3oc3kpKS\nzp0zZ87soqKiPdPS0i5XFOUdAF26rjdhWGL2WQA9hmE8DApltFVVVaG9vZ1JKRmAZ4UQ4yWYvQ/g\nZAy7NPcB3Tx/ALpRvjzGerC3+y2QaxQtLS0oKytTXnnlFeujjz66saOjo9AwjLsmMgh0Xd/V5/Mt\ny8gY8qp+DjIKro4zCEbAOd8IukGHAawWQpwZv4ymaa+ADKdi+6W2WbNmnQ/g3sLCQhQUFOwK4AVd\n14eSGexWwHu2t7fXlpeXD1RUVITLysqinZ2dXinlM+3t7Z/Adsnn5eX9LCsr6zJQjPz+Ua71Pl6v\n1xkkRhtUAeBfUsrdQNdxBWgg+44depgKe9nPn8e9fgHII1E9zrpngEJqHwFAMBiczxjbu6mpKbG5\nuTkMEokajR8BeNH+jA8B/Z7eHGsngUAgBzSTRnJycgTAK5qmxYYkdgewnnM+ZmfFKeAk+baAjOg7\nsWXi7yxQLsVvQNd9MveAZmzZ3nkTyJAeyyBw+ZrgGgX/O0xaJXAreQjk3t7beYFzLjCc/LZ37MKM\nsb+npKR48/LyjvF4PB8CaAgEAheqqjoA4NSkpKQH5s6dO5CTk8MWLlyYsnTp0pTFixcPzps3ryw/\nP//DzMzMXycnJ2cZhqEZhuEkRL4DYP7mzZtlY2Mj6uvrASoxmz7Ocf8eZLi8AfIKvAHKNfgexrm5\n21wPeyZWXV2NFStW4P333/+kqalpyT/+8Y+rDcNon/iyAQCOSU9Pj/185tnPEyrZ2TkMu4MGrYeF\nEPFiUdA07W8YHjCf93q9Ic7540VFRS8XFBSkFxUVzQHwsq7rac46hmE0ADiov7//7S+//DKjoqKi\nbe3atX1dXV1KfX397xoaGm51lp0+ffpK0ED3CwB/jDMMFicmJm6y/+4Cucbvwsh+B+2MsQyQ8WqA\nqgiSMHVvwbdABmrsjHg/0GAdwBhhBbtt9GUAnuCcO/oEZ1mWZTU1NaG3t/cOwzC2GCxt7YfdQO2t\nAVJ+LJtAxfBUAPlerxc+n8/LGIvPJ+jG1LQzxsMxKJ8DhclOBXkKB2Ie1aCk2358PfUQXLYzrlHg\nsr34DJREdgtGlhS+ZL8+Qt8+Ly/vqZSUlEdmzZoVVVVVzps3b1NycvJdANpVVb1m3rx5xyuKMlBc\nXJyam5ubVVBQEF24cGH7tGnT0mfMmHHC3Llz75k7d64ZCATOc7apqmrHggULVhQXF785MDAwGA6H\nneS88RKbNoCSpeaAMsvfs/8fs5GNEMInhJgppbyipaWltbS0FGvXrsXy5cu/WLlyZathGBNVNcQz\nMz8/P/a3yAF8FJvwNh6c817Qjf0FAH8fRVoamqaVg3I/dAAfMcZuysjIOGbmzJkfZGVl+QoLC/cG\n8O84j0ErgB+Fw+GHy8vLc+vq6rq/+OKL3p6eHk9bW9tfNm7c+HPQZ/0B5/wxkFF1IYAb7SZPOQBy\nUlJSEkAD8sUgz8yFoHwWh3lSSkeFchpIy6AHk8jnsGGg79eloNi2k2w4D+RRWoXxu1GeZO/3JgAI\nBoOJUsrzW1tbWVdX1wAogW40DrafVwUCgQT7eCdqgHQqAOTn54ellL0YNigcWkDiW1NpCjYWq0A5\nAPuCBMdmg7xiv415nGG/vgfG9oa4/A/h5hR883FmoFvETHfAfn4ISpD7LewbKefcEkIEQaV1baDB\nYWl+fv53QOqAkFLK9vZ2T3JyMkKhUDQUCi21LCvk9/s7GGOzAOzOGIPX6727qKhoaMAbHBxMqKys\nvC8QCBSCyievS0pK+i+ARX19faFwONwLyjc4CFs2mollFSjM4ogZTZSo9rq9TTQ0NOSUlZXJioqK\n8zdu3PgctkJjISUlZVpOTo6yefPmT3Nycu4BzVqnZFjY1/mnoHDHq3aOwfuxy2iadmcwGPwnKCt8\nHoAbkpKS/rR48eKGrq4un2VZ325sbFyp6/qhhmFsAKiZkq7rv4lGowUVFRVHRCKRqGVZA7vvvnsS\ngL/09/cf5/f73wVwN+f8ASFEMqjGfgAkYQy/3z8dNHA7+RkdIBXLp0Ez47NBnqZiALdzzl8SQjwA\nklO+gnM+UethHZRU+oq9LYDyQl4GfZ7HYPSqBIcTASznnDvJgoczxlKam5tle3v7TYZhxOtpOJwL\n4FPDMNYEAoETQB6pO8baSSAQOBjAdxljoYyMDB9j7GpN04aSCe0Q2xEAKmNKIreVW0Cf996gnJxn\nttN2Xb6huJ6Cbz5O7G80gaHtzccgF/6xGGlwloBqlC+0H7mgZLkjAHDG2LVZWVl5u+yyC5YsWZK2\n++67Zy1btiyjqKhIKSgouE5VVVPTtM9BSYfzQXH/HycmJmYXFxd/4fF4rlQU5bqZM2f+d5dddtl1\n0aJFMjs7e0E4HL6zvb3dklLeK4SYSNEuAhJTGvNmbHsI3gVw0ODgYOuGDRtQWlqK0tLS05588sn7\nTdNsMk0zPtY6IR6PJ9Pj8WBwcHAV5/xvoJv3IVOdLXLO+0AD4Mcgw+B0W7Z3CE3TKkD5El0ArgaV\nhS63LOvZ7OzshOLi4kJFUd6xpXsBAIZh9BqGcWw0GuUbNmzorKmpiaxcuTJshxKO2bBhQxjUs6CP\nc/4SSOQqACpBq1IU5RegMrdDQBntmaCk11n2/l9kjP0SwJMAFtpqfmtByWyOBPJYKPY2TPvcndLS\nk0Hf+VOxZRnkEEKI+SBBq5UAEAwGk6WUD/T29qKurs6yLOuP4+y7EKR0CdB3uaqkpGQ8Y+5OAJ/5\nfL5+xhgDGaOxnGNvJ77Z0rbgVPG0jLuUi4uN6yn45nOa/TzeTHl78kdQHfMzoDhzB+e8E1SyeAio\nbGkmKH7cYx/XDUKIBwEcxhjLZIz5ExISdsvOzj4epGH/YyHEqZqmfQaKk1YCWBEMBpOTk5P/sHDh\nwiiAMGNsCYCXGGOn5OXl/SwSidyzadOmnyYlJc1OSkq6ARPnCExEOoADLMuqbGpqmldRUSFXr15d\nWV5ePlYC3aRQFCXTVnh0ej8EQQPEHrCV9SYL57xPCHEMqPrgUQCaEOLo2JmnpmllwWDw2wD+AJpJ\n7p6ZmXmM3+/3V1ZW7j979uzpNTU1y3VdP8gwjCEjxzCMcl3XD66urn7bsiwA8C5btkzJzMy8t729\n/aasrKwPQG1+bxJCtNrHfytjrBI0qwao0mQ9aGbfAxr0oyBjzBlQF4LyUzoxfrY6AxkjR4MMAwcP\nqKHUK+NdPyFEgr1MA4bj6UcwxqbX1taGu7u734pphTwaBQA2BwKB+aAy0DGrDgKBQAooR+Lj9PT0\ndCnlIGPMUXl0klZPAPCmbVhtC9NA558GUhqsx8Rlki4uAFyj4JuOF1Tq9TC2Tghma3gLNEv7K+hG\n9I59HAeAXPkbQAl0i0BuzV+C+ta3IK4cynanLgW5lv8lhPg26MZ5CQCmqqoZiUTuqamp6RoYGGAA\n/q5pWm0wGOxRFOW6ysrKE6dPn/5QS0vLH2fOnPkdIUReXOe7SWMnox0JAPX19SmbN2/GunXrQlVV\nVfMB7AnKvB4TVVV/BqpzPw00CIVAmfaH7Lfffjm2wqMzo3Xi0oswRaMAGPIYnCqEMEB5BmcA2jD5\nPQAAIABJREFUeCR2GU3TosFg8FLQzPRGAD2JiYlHFRUVXdLY2FgyZ86copqamnd1Xd/bMIwhYSfD\nMExd1/evqal5ua+vrzgUCvn23ntvVl9ff0V9ff2xqqp228fw5zEObyPIYHEYjPnbSdDLAJWJNkzg\nRj8cpDFxNmLKQkHfv0WYuJvlPHu5H3DOK4PBYKJlWZcPDg6itrZWsSwrMNaKuq7ngAzbCtjVJyAj\nayyOBABFUabn5eVJxthfNE3rjHn/epAH5/QJjnkipoF+c9NARlYvyGszUQjGxQWAGz74phMBuUbP\n+Yr3+xxoMH8MFGdNBw3s3wbdiI8AzZr+ChogHgfdWEdoo3POLc65I7IjQaGQu0Az/kcBRL1e70Xz\n5s37raqqT2qaVmuv+jvGWMf8+fOTUlJSqvr7+yGljILKrraWG2C3tpVSFmzYsAH19fUPRqNRA3aC\nGgCoqqqoqjpfVdWFMY9FII14gOLpb4ByLx4D8KrP58tjjIEx5sSXHcnoqbaQHgHn/EXQtf2zEOL0\n+PftngnXgtzu/wVwZEZGxh0zZ868LTExsXPWrFlFjLERVQkAYBjGegB7NDc3v15WVhb9+OOP0d3d\nrQB40RY42lqcvJcQSFFvpp2sOBZXgEItsaJIHvucxvUS2DhVKc735nTG2J6NjY2yu7v7CcMwxkv0\n3Md+/i8oP6IeQFIgENhCdCsQCGSAQgf/TUlJyWWMKYgxIGxZ46sBBDjnowkkTRbHIMiyj29/+xHf\nV8HFZUxco+CbTye2stXvNlIDEjTZHzQDuhJ0k3aOJQxyKZ8LyuJ+DWPoxXPON4PK3R4FsBfn/Oec\n82s450eCFORyEKNKaM/ADgfFfK8Oh8NvNDc390gpLxdC7DbVExFCpAH4NYA7Nm7c2FhfX49169Y1\n1tTUXAigxDTNHtsY0EH18OUgb4jzKMNwmWGslsCpPp8PCQkJyfb/jqt8f/t5xVSPdRTOBhkfj47R\np+AZUHLc3SCPR/Jpp512A2PsqKSkJDljxoyljLE3dV0f0dvCdquf2N7e/k8hhLVy5Ur09vZ6pZSv\nCyEOHmU/k8HJobBA3i0AeGiM3IoMULnhIxj5/d4fFH4Yq2IglrNAuRUVAGBZ1rk9PT3YsGEDi0aj\nEw3OGoBKwzCq7OO2QIZMfKtwgIzGLACrU1JS/FLKJpDHzOF79vNECpwTcRPIw3IQJlHO6uIyGq5R\n4PL/iQQloM0CzXDGLB3knL9kGwOfxL8Fmh3+J/ZFWyDptyDvxF3Nzc09kUgkBJJwnSp7AfB2dHSs\n7e7uLmhpaUFra+t9oKS59aqq/hBkDDwDEnE5GsOzNOcxD+TGPwCUCHgHgKdTU1Ph9/udQc1RXjwA\ngLm1oY5YOOdhkEH1BoA/2Rr/Q2iaJjVNc7piXg+7VLCkpORTxpiWlpaGmTNnfgvAcl3XR3w+tj7E\nye3t7YYQwlq1ahV6enoSbEnkyZYTxuK0uu6wDcGLQBUto0njxnqV0kBegzWgPAZgOD9jVOwmT6cA\nuJhzHg0Gg8cpirK0vb1dtre3PwsqTR0VXdfzQCEKpzlSHqikFSBZ4SECgcCBoKqLq7xe735ZWVkW\nY+x+p02ybfD8BpTouK0DeeZ22o7L/zCuUeCyMyBBIip+TNDedhQK7Od4FTuA4vxrQa7awObNmxMB\nnCKEOHkyGxZCeIUQ/wSFK76sra09Z3BwEBs2bAjl5ub+wTTNSwEcDwqXbALwPdM0DzNN81+mab4f\n96gyTfMxALmmaX7XNM3fAfhDYmIiUlKGekY5srZLsRW5BGNhx+UvAhlfF46x2A0gT8wTwWBwPwAo\nKSl5iTF2XGpqqmf69OkLALw4SighAuAnzc3Nj61ZswarVq1CV1eXR0r53GghiwlwlP2cMMLb9vP8\nUZZtAA3cD4HyFK4DJSceBgq7nDXBvi4GDZ6P2roE93d3d1vV1dXMsqxbDMMYz7u2LyhPxvFsvR77\nZiAQuCsQCDjG5+9AstWPpaamctA9N7bT4qGgEN9127EM0cVlq3GNApedhbdBeQbaRAvGUW0/7ymE\nuEgIcbcQQhNCZGqa1gsSpikGcGBHR8e6rq4uy7Ksu+3M84k4DVRe+Yuurq69GWN7Nzc3o7Gx8W+m\naRqqqn4KajD1TwCHm6YZ3zxmC0zTjMT860tLS4PP53MMISfRLhXbpxnOEJzzUgD3gJoXFcS/b/dL\ncOLcQ++XlJS8yhi7MDs7OzE3N3dvkPLhiGtnd1o8q6Wl5a41a9ZYX3zxBdrb2xkoZHH+FA7T8Yzk\nCSHOAyWURjEs0RyLBRKZuhyUlzIPlEeQBvoufWuCfe0G4FVbA+FbjLHCpqYmNDc3f4gtSwXj2QVA\nh2EYTuOwZ0Ghl0yQmuKFAK4LBAKngRIM7wawX2JiIpNSVmua1hqzrX1ABs6/sH1IxNQNaxeXIVyj\nwGVn4e+gmu9fY2o3NWfZxaByyF+DpHJrhBB7a5pWCpolnwrgqubm5jLGWL5lWX8eTwdACDEdwG0A\nnuacP1xbW7uAMcba29vl+vXrvwsaVFJBmgv/Mk1zq2Z5iYmJSEhIcBIhN9kNlvIwMit/exEAzcbH\nqoNfaj/H69ffD+CmadOmJRYUFOwH4GZd10dcO3tm/bvW1tan16xZI8vLy9HS0hIFcK8Q4seYHA0g\nY+hIUE7I2aDBf6wqqTAoDPM7UGfPBJA35LsYX5vgaFAuSh0AWJZ1dTgcRkNDA7Ms67QJvAQAGa9D\nJX4lJSWypKRkZUlJSSdo1n+RfcyPAfi0trb2k6SkpEszMzMtxtiQoJT9Wf8QwBfbyUuwFpRP8CHI\nmP2W/RitfbmLy6i4RoHLzsS1oJnTgVNYxwkFlGLYZfwxqOLhdvv/h0AJYDcMDAycUF9fP6Aoyukx\n646GY5xcAABSypJwOIyWlpY+KSUH5Ss4OvlnTOF4Y+n2er3w+/0AsFbTtAFQ0lkedoDyHOe8HZSp\nP9Z5vwwqYXswGAwuCQaDDKBBDzTAvZ6Tk6MoinIx7E5/sdihhJ+1tLQ8vnr1aquiosLT3t4upZSP\nTkI8ysl/uA9kDBwHuq4+kAdgMjwKqijwg+r0t0AIkQ0yGl8CcE8wGPyuoihHNTQ0WC0tLS+P1tY6\nFl3XFZDBMtbMvh1UITMLlJ/x7fT0dDM7O3t/AC2MsVjPiQ7qZHjFJM9vIgKgyh4F5L1aZT/+NN5K\nLi6xuEaBy87EG6CqheOnsM71oNjy26AZ0iWgHIXXQQl2sJO6LgGwBMCRHR0dd3Z3d0eklA8JIRaO\nsd2ZANZxzluDwWA2gMNbWlrQ29u7HlRNcDrIbV2PrS91DHs8HqSkpEBK6SS2+e3nbU4yjEcIsRRk\ncKWOsUg3yBX+AwBr+vr63rnuuuv+XFJSsgrAeinloa2trZsty6oDKQhugWEYFoCzGxoa/vzFF1+g\noqKC2S2Y/zUZwwAUQonabv3vAKjgnE9WJfJ1UFLnMoztKTgGdI1/ZZpmVEr54ODgoNywYYMSiUTG\n0xlwWAgyOMcKFR0B4KSSkpL6kpKS5wAczBh70ufzgTH2oaZpsW28TwHwCed89WRObhJIUBXP3iDR\noj3t40wbbyUXl1hc8SKXnQlHi2C82vR4mkFJed8B0MQ5vxNUEz4CTdM+DgaDfwS5mw+sq6s7ad68\nebN9Pt/TQoh9Oef9casUYFgyd1fGmNLe3o7a2toekOs5ZJrmC6qqvri1oQMAgz6fDz6fD1JKpybe\nqZ3frkaBEOJIDM9uh2arwWBwPoAlUsoFlmUd4/F49u3r62sPhUJZra2tBw4ODh44MDCA3t5edHV1\nMcuyNgE4z/YKjIphGBFd189raGhIWLdu3c89Ho93wYIF4dTU1BeFEAdyzj8da13QAOYMnBFMvZz2\n/bHesMNFlwF4nXPeYJrm0YyxpXV1ddG2trY1GKfiIIajQaWjH472ZklJyWvO37qupyiKUrJ48eLd\n/H5/VFGUoRJTuzT2KGy7WNFoSJAX6w7Qd7VhB+zD5RuKaxS47GxsAt3IJsv5oEzyq233OILBoAfU\nTvh7IK/DQlBctQFUvvi99vb2n9XW1r42Z86cZSDRnaNB7t6LQGGDBSB3OqSUMxhjaG5ujjQ1NTkN\nmdYBwDYYBAAQtkMHYIw5RsASABs45+PJ+04JIUQSYtz9UsrfP/fcc9WRSOQsRVGOBwDLshAKhdDZ\n2Ym6urr0trY2dHd3v21Z1gugZM5NICOpaRIxd6eR0i9qamo8iqKcxhjzLVq0CH6//x0hxMOg0sFT\nOeeb4lbNAGlrAFSNMZZXY2tYAso9uSgYDKZYlnX7wMAAqqurPZFI5OLJnBfoO/K6YRiTkbaekZSU\ndEBhYSEYY10YGRI6DUAT4lQ8txNeUPhgX5D3ZEfsw+UbimsUuOxsrAbNxkYghNgDJIA0H5Qg1g5q\n+bovgPs45zfaMfCjAdwKuvlHALwxODj4SigUSvP7/bt4vV4A6Nu0adOK1tZWeDye8OzZs38Aisfu\nC/I4mKBM8joAiEajsxVFQUdHhxekq3APts/sSyYkDCXyO7NjDqq332aEEIsAXCqlPIUx5oQlYFlW\nFmPslWg0isbGRtnU1BTp6Ohgg4ODKwcHB2tDodAaAC8ZhvHFtuzfMAxL1/Uzq6urfR6P58cej8dX\nXFwcTk9Pd8Ity4UQT4I+PycjPw/DzXv6AKQKIdh2SsQ7CJSc+B6Asxhji+rq6qKdnZ3PG4bx7kQr\n67o+B6RZMdnEycbU1NTB1NTURAB3OYqbtsfieAAvcM7H9LhsA7uCQkAaKBzk4jJpXKPAZWejD9R+\n2IfhunWAZGCPB82APKCYf304HD5v/fr1naZpPgBquLQA1H/hXACf2O2EY3X4LQA/ArBpYGCgqKKi\nwuf3+zFt2rQrQOp4+4G69fVhWB52r0gkgv7+foBi0durntxnN0ICyIABKGyxTUqGQog8y7KeVRRl\n/3A4LNva2tDT04Oenh7Y4jyss7Mz1NnZ2dTd3b0uEomsAvCMYRhrt2W/o2EbBqdVVVXB4/GcalmW\nPy8vb3NRUVE+yCtwGYCfCCEuAWXK7wUyDAHSEUgDCQNVjbb9KfITAG+apmlZlvXbnp4eVl1d7YlG\no2O2O47jBFDoYFINi1RVHfT5fC1er7cII3U0loEEmSabQDkVGChXARi+ji4uk8Y1Clx2Nj4FGQTL\n7L8dLgINGLMB/IxzvjYYDM4BlYZ5QAPIf6SU55eWlkrQwH8NyFB4EFRNMMv+/1hQYuIjbW1te5aX\nl9/h8/lkdna2I5X8S875HAAIBoOLvV7vcY2NjY5RkIHtpyGQTh10AQzHzrMwrFewVUgpn7cs63u1\ntbWoqalhPT096OjoQENDQ6Snp+cZKeWNAMom6S7fZgzDiOq6fnp5eXmKoijHKYqSJ6WsmDFjxnxQ\ntUMCgBdBhpEXw82l3gGVZh4N8s5sNUKIfUCJd8cBCDDGZjU0NMjOzs77DcOIV8kciwMBrJigcyIA\nQNf1/bKzs1/cbbfdsqSUYcbY2zFvXwDqt/D6GKtvCycAuBSUWFuxA7bv8g3HNQpcdjac2PqIjGnO\neY0Q4ghQXHa1EOI2RVFutizLA3IHX1xaWrpRShkrb/shqCfC4yUlJRaG2y4/BAC6ri8CcEdLSwsS\nEhLYrFmz+vPz899RFOWfMdvYX0opm5ub5cDAQBSAUFV1P9M0xy1dmySHxhgFHvvZi5Eekilhu6a/\n3dLSoqxZs0auWrXqKSnlH0GGzMbxEgR3JHby4cnl5eWvJyYm7scYm5eSklKVkZFxsaIon4Fc3p+D\nPpt/AADnvEcI0Ylx5K8ngxBCBRkaKysqKt6TUv6jtbVVqampAcbvbBjPtzGy+dKo2BoOn+Tl5dXm\n5uZmMcbudKoOhBAcFH4o2UGhg5kgQ2uLZFsXl8ngGgUuOxtOPHkPUD+Dodks5/wLO2v7EgA3Ll68\nuLi8vPyaUCh0GYDPdtlllw1dXV2tvb29OV1dXbAsay+QBG5OIBAIg2akfvuxYd68eckdHR2DPp8v\nsbOzE62trf7W1tazNE1rjDmeomg0Gurr67MyMjL+3NTUdBooNHHJdjjXw2PCB9sFzrk0TbMmOTl5\nfmZmppKRkXFwZ2fnP6WUbQDSdF0vtXsWfOUYhjGo6/qxpaWln/p8vvmMsTl1dXUnKYrykqZpTsLh\nUDmqEGIOqD1x7agbnAR2r4c/gJIWjx4cHLwIQFJjY6Ps7Ox8xG5oNCG6rmeBQjvrJrH4ZwB2T0tL\n62Nk9cU2OroDdD53T+U8bBJBGg5vAFg/znLMfriyyS5TxjUKXHY2ukCu/dtALZ/bQdKx9wFYzTkP\nAbhJCFEF4IEFCxYcGI1GzygrK2tnjJ2UkZGxR0ZGRlZhYaESjUY7Q6HQ8VJKnTHGFEWBoigyLS2N\nSSkVKSUYY1JRFOnxeFgoFPr4uOOOizUIIKX0R6PRhN7eXubz+T4FzeJ/p6qqB8AlpmlGt+Fcc2KM\nAqfffSK2wVMAAIyxW9PT0/+qqipmzJhR2NHREdy8eTPq6+vR3Nzcp+v6Y6DrWflVGwiGYXTpun7o\nunXrPlEUJW/WrFmnSCnXBoPBW5wmQTEkgfoY3CeEMCcoZdwCIcRsUN3+fACaaZrdUsrLWltbWVNT\nUzdIgGqynAuSXB431GCLG+2enZ2NadOmJUspWxhjX9rH832QjsGJo5TATkQCqNfCMaDvSgNIL+Na\njMxBKQWQDOBeUP4NQLkF2133wuWbiWsUuOyMHA5qFHM4SCjmTFAuwZD4Def8H0KI9wA85PF4gqqq\nvgbgDM55YzAYnAbgcI/Hs8Tv9+eBXPMDAHoLCwuXZGVlHRSzr+GgvpTJiMOyrHQpJYtEIg2gGd/T\noJneXaDY/++34TyrGGOORr8zOG+PnIVHAczKzMz8ZXZ29jQAqKurswoLC1lXV1dyb2/vuV1dXb/q\n6OjAOeec0zU4ONjQ398flFL+/qswEgzDqNF1fa/S0tJPkpOT83Jzc2+SUuYGg8FLYg0DznmpEGIx\n6HofiZE5JpPh56A+Bb/inL+4du3aEsZYUm1tLdra2g41DKNzog3EcCWAhybhWTgVAIqLi5GcnAwA\nP7KVKgES01qN4ZyJqXA0yCD4ESjvZBYof+BVkK5HOsiLsBT0XTrPfgBUkviTrdiny/8grlHgsjOy\nAKQx4GSjA1QnPwLOeb0Q4hiQy/lPAP4jhDhHVdU1nPPHY5cVQiigkjQNlD1+LoYVPUMAzmOMXSmE\nSIrVCJBSZlmWBSlli63WBwD3qqqaB+B6VVWnA7jGNM3YJjeTZcQAbB+jBzQj3Wrs8r3rAFwnhNgP\nwHszZsxQent770pLSzsmIyNjTlFREQOAzs7O9JaWlvTu7u6r29vbLzn77LM3DwwMlA8ODn4E6oHw\noWEY232WaRhGta7rB6xdu3blLrvs4p8+ffrFAAaDweBVcR6Dn9nPf5/K9oUQOmgWvR7ALc8///wn\njLGSlpYWbNy4caNhGP+d7LZ0XfeDdC7GNUp0XZ8J4MnExEQkJg51qI4t61wKEk7aGrf+PiAPwb8w\n3BejDpSD0QnyDoRACobtAKbFrLuFseviMhauUeCys3EDaFbWBuBdUOy+DZSJvgX2DfYFIcQ6UNhh\nOYCoEOITkO57OyiJ7QDQDGstgF9zzkfI4AohXgQNIt/GSFW82ZFIBJFIJL4ioAQkPnMLgB+rqnqS\naZqvYWrEChQpAApBnou60RffKhxd/QsWLVr0J875b2xxp7kADk5PT785IyMjCwAikUhSKBSa1dTU\nNKurq+ugjo4OpaenJ3LyySe/ZlnWB6CywHXYTpULhmGU6rp+wvr1619jjKGgoOAKACwYDF6paZoU\nQuwF+j7cxDkvn2Bz8Ti5CQsBvBkKha6wLAtlZWUIhUKXTnFbB9jPE1UpXAUA+fn5yMzM7JVSNui6\n3gkAQogi+1hKprhvZ7sXg8pyYxtl7Wk/vwkKLSwHfXeSQZ6VpfY6J2zFPl3+R3GNApedCac5zG2g\nAXrSrmzOebkQYgGGvQwH2Y8MUNniPaCb54oxZmpOJ7k+54VgMKh6PJ5v9/X1YXBwcMSgZGsV/ElV\nVQPkrn9OVdXDTdMcU2Z3FLqlHDoUBqrHB7ZPTb7DclAc+05QvsYTmqZFQdekPBgMPg7yxszzeDzT\nk5KS9OLiYj4wMNDQ09OT29LS4rcs6+hwOHxUOBxmPT09aGtra9V1/W2QG3wVgA1bW9VgGMbruq7f\n4vF4LgcgCwoKLgewTzAYfHzBggWzEhISIhijudFY2MaEI5X9TG1t7Ycej+eehoYG2draahiGMdVm\nU/sA2AxAjLWArusnATiHMTY4e/bshNTU1BSMNABuA13/qZYhXgUyjK4FcGPce07oScPIPJQ+kGjR\nsyCjwMVl0rhGgcvOQhaAf4PcvddhCgaBA+d8EDSTXYdh4aHJchjIqxAr+PJjy7IGGhsbk6LRaNlo\nK5mm2ayqqmYf+1uqqp5jmuZjk9xnV5xRkG3/vTWhiFHhnN8qhHgE5FY+A8ATse/b8e7l9gPBYPAO\nABf5/f4D/H7/EWlpaX+qqqr63OfzLfZ6vQuSk5OPyM/Pzw6Hw8f39/frg4ODGBgYsE466aQyKeUr\nAO42DGPMtsVjcFVDQ0MhY+ynoVAI06dPn+3z+f7S3NzcVVRU5AMZivED4nisgB0aamxsvKOjo+P1\nnp4emKYZCYfDU9mOwzIAq2zpZg/Im/SFYRj9wFBy4U0APk1PT1dTU1NZNBr94OSTT/47ANh5EacC\nONOR4p6ABAAHg4zaS0EGwWi5Kw/axzJeYmolhmWjXVwmxDUKXHYWDgYlT+2OkW71r4p9AbzNOY+N\n5+/R398f6e3tZRhn9m6aZr+qqoeB8hoeVVV1JoCbTdOMAABjTAEwA8AmKWXs9vviNjUNVEY21cz0\nceGcNwshVgI4VAhxEOf8P2Mtq2naIEgm+tZgMHhXUlLSrznnfwBwraZpfYFAoBjAYQkJCYu9Xu+e\naWlpqqIomZZlze/p6bm4v7//0nPOOacrFAo19/f3b7As62MAfzEMo3qsfTpyyPX19Z3RaPSCnp6e\nWWlpaRcAuDc3N/fDxMTE64UQd3POJxQNsukBJd71tLa2Xh6NRtM3bNiArq6u3xqGsTUS0h4Ae+i6\nfiuGe2k06rr+FKgvhAYKx9Tn5+cnJCcnRz0ez7sx6/8Q5CWYTA+CRAxXGUiQl+SGMZZ9xH6Mx/xJ\n7NPFZQjXKHDZWfgAlGB3Jkjx7auusc4ElXMNIaXMC4VCqX19fcAEtfKmaYZUVf0FKKZ7PYCjVVU9\nzjTNRtAs93IAvwNwB2PsIQCDnPOqOE/BAaBWut1b7mGbORdUPfFvIcSvAfzVbk88Hr8FtSC+HsAv\ng8HgB5zz90GiUI87WfWBQGBXRVG0tLS0Q1NTU5coipIOIN2yrNmdnZ379/b2XnX66adXRiKRslAo\nVAcaILtAinsvGYbRZ4sbXdjU1DQ3ISHhEAD3Msak1+vlAJ6dgkEA0Kz9ltbW1mOllK+1tbV5N27c\n2ALg4SlsI5YzQIPvGSDtjN+AlBFPBvVq+BLAkcnJyQ/NnDnTqyhKP6gk0EkePRYUthocbeNxXAzy\nWh0H8t64s3yXrxTXKHDZWWgCGQP3g2qwt8bNuy1EEfd7kFJmSSlZKBQCxheLATCUZxCwyyOfB/C2\nqqq7A3gAdHOvZYwdDyodQ39/f7xLeCYo1r/d4Zy3CSGOBekTPATgLCHENQDeHCsb3s49uC0YDD4P\nKoU7EOTOTgfQHwwGlwN4lXP+JoDrNE0rAYBAIJAAgCuKomdmZp6UlZU1F8A8APMsy7IGBgYGe3t7\nZSgUSo5Go81nnHFGWSgUagIZXk/U1tYeVVhY2JuSkpLs8XiyAHxfCPFTzvmTE52nrei4WErZ2NDQ\n8FQ4HPZWV1djYGDgfMMwtsoDZRhGE6jNcSz/Bki90A4r3JORkVGQlpYWBfCopmmOsuZ5oCZbB09y\nd3kgl/+k+iu4uGxvXKPAZWfiAVCy3ZWgWd3m8RffrtSAatpjSY9Go4hEIpsMw+ia7IZM0/xYVdXD\nQeVoF0spb2aMrQDN/Ib06EOhUF6cpyAJW4YUtht2qeVZdmfCW0FJbx8JIV4C8ArnfFS1Pk3TKjAc\nUlBAbZh/YD/uAPWqaAsGg58DqOOcJ4NCQPUArtm8efN7LS0tOampqd/Kyck5mzE2H5RDAgB5lmXl\nDQ4OoqGhIdLU1PSbaDQKv98/6PV6U6SUFmMsEZNQNbQNgrsBnNbb2/sAY+zc6upqNDY2vocd1C3Q\nqcJQFGX/rKws6fP5vIyxlfbxLAQleN47XsgmBg+A6TviOF1cJotrFLjsbNyKYRnhqZaObQuvAHhE\nCLGf7SIHYyxRSoloNDoin0BV1cWg/AEvgNNM09wQvzHTNNeqqnozgJtUVV2yYMGCivLy8hqQF8QP\noKurq+v4GKMAoJCJJ35b2xvO+XIhxN4gN/UlsBP5hBBPg+rg/805H9VtrWmaBUrGXA3g9mAwmApg\nbwDfBSXkLQJp7ycB2B/AZfn5+VZ+fn4UZDx0glzwPVLKqGVZKVLK7OTk5D2ys7PTFyxYAMYYcnJy\nsqZNmwbLslYvWbJkj4nOyTYIfgPggmg0etGGDRsuCofD2LhxY28oFDrKMIxt0n4AAF3XjwZ5S240\nDKM95vWczMxMtaioyAsqGXzPfutikGz3ZL7HmSD1xb0A3L6tx+risrW4RoHLzkYrSKv+KpCGvPEV\n7fdx0KByLmydAimlZT+3xC17NSgzvAvkHh7RB0FV1VzQAO/UlZ/u8/lO4ZwvFUJ8G8BfAKzs7+8/\n1rKGwvpR0ACyaPuf2pbYIYPXALwmhPDZ53E2qFlPSAjxBkj34X3O+cqxtqNpWg+o1PPN0d4PBoMz\nQcZHIkhvYrmmaVtUJ9jGhebz+b41Z86cQ1JTU3k0Gv3S4/EcNtG5CCF2BylNLgRwZ2mlo+WBAAAg\nAElEQVRp6RwAs8vLy8Pt7e3/mExXw0lyG4DFAF6GXa1hc1VBQYGSmZkJABdrmlYhhMgFCS/dEiuG\nNQ6/B3mq9gXlbLi4/L/gGgUuOyPXg7K5HRW7HW4YcM4tIcRqUOx7CMYYpJTVcYt/CxQGmA3KPh9C\nVVUOwHT+NU3zelVV7wLNkJctXrx4U0VFxX3hcPj8SCSCgYGh8SIFlAj4hBCimHMev88dBuc8DJJt\nvksIMQPAifbjZgBJQggBqtFfA5rlfxRXpTEmmqbVgoygiZbrAfCoEKIcwPkALvR4PPdOpP4nhNgT\nlL/RD+BQ0zTDjLH/NDU1obq6OgIqb91eHAsymj5wXtB1PT09Pf38wsJCxW6R7FQYHAHyCE147iAP\nytmg6+0aBC7/r7hGgcvOSBTA6fbfT4NCCgANwDeDZqU7ojqhFsPqdQAAKSXi2jEDNFsEKCb/aNx7\nJ8X8vRsAYZpml6qqtQAeZ4xhwYIF5RUVFXeEQqFLIpEhzR8vyPMAbOeSxKnAOa/DsIHgBQ1ux4BK\n234DMtgG7YZUb4PaHVcAWMM536aeDUKIpSAD8AMA90/CINgL5KpfDeBE0zS7LcsS/f39sry8nPX3\n919uGMZ2U4c0DKMCQCDu5WOKiop8OTk5AHCFpmmdQggPgF8BWB6vnDkGxSBPyg5JMnVxmQquUeCy\ns+IYBh+Dkq8YKIP7dZAQzwUgbf7tiRMLd1DsmP9YYkJH2BUHAABVVU8D1ZU/CBpE/6qqaoNpmstB\nrvOZoJj97vPmzTu5sbHxXY/Hc6C9ehTkpejHV5tgOSac8wjIVf4yMFRe912QvK4KMhjOA302A0KI\nZ0HCQesBfDzZMkI7H+A0UOXJlwBOsvc9EWeCSkD355wPrlmz5hkABZWVlZGmpqbloEqLHYau656k\npKQbcnJyIKWMMsbutd+6AFRxcMgEm2CgHIXHQBUHo4ZgXFy+SlyjwGVnJoqRN3YGik/fAjIWboU9\ncwW5au8GfacfwNQ76gGU5Bdbu+8YBfGDWwOAJxyDQFXVE0BJdteA3MXngYyLfwL4t6qqV4MMGG6f\nTylj7IHp06cfEdM62QsyPpJABsVON2u0dQ1WIKZVrxDCDwr1HAdAB9XuewH0CCHWYqSR1Q/Km9gA\nMhwUUAXDdwHkg/I6fsU5n7ACQwhRCFIJ/APnfDAYDP7Y4/HodXV1srKycqOU8pSYBlY7igOys7OL\nMzMzIwBWaJoWsg2cswE8zTl/d5x19wRVJuwPyp05AW57Y5edANcocPk64STHvQ3gMpD867kgA6AL\nFAevBw0WPwYNQGeDBqC7MbEQTCpGlgQ6RsEIyWXTNAudv+0uiU4r3PsBXGCapgWgT1XV40Du8D+A\n2iEnOyqHqqoeD2AwJnyQAap9Z6BBcqczCkaDc94PyqEwAdxkJy3OB30WjudDgs7LDxr8jwTNphWQ\ngfEggHcnWbYHIUQS6Lr2ALgzGAwukVI+2tnZiS+//DISiUR+YBhGfHLodkXXdeb1eq8sLi6G3+/3\nYrjPwWUg4+8346zuB3lfmkF5Cq/gqxfrcnEZFdcocPk6EgZJv74AkpA9GsChIAW+PwF4DsN16ZUg\n4Z25GM5TGIuZIKPCgdlGgTL64gCGf0OHmab5Ruwbpmn2gZQNTwO5iB9UVfXX9utZADAwMADLssAY\nWwwySgDygnwtsZMWSzG6Vv/24m4AewA40DRNaVnWP0OhkLesrAxtbW2aYRhblIjuAI7Lzs4+JDs7\nW1qW9c5JJ530rhDiCFDOy/Wc8zfGWfcYAAUA9kOMboWLy87AeDc7F5edHRM0+HwXVM71R1Ao4XhQ\np8S9QCV+/8bI/vJjsTeo6x8AgDHmaAYkjLOObxLb/TtIofFMABcBgGmaTQD28Xg8fb29vQC50X8G\nmjFPqJ4YQw5opr0ZpAr5GShxbSzmgK7LNJB6XgHovPNBRkkJgDKQYXLWFI5jhyOEYEKIiwH8AsCF\nnPOPpZR/lVLOrqqqkvX19Q8bhvHPibajqmqCqqpsW47F6/WePHfuXOn3+5miKLfYL18DSpK8boLV\nc+3n6m05BheXHYFrFLh8E5CgBDXHBRsBJSN+AspL8E+0ASFEKmgw/SzmZcdTMJ5H7SD72XIGGlVV\nU1RVjY2lS5BMbhuAV50XVVVtkFIm20bB3lLKWgALhRCJEx2vjRfAGwDOAbnT7wGJ4LyL0Q2Du0Ez\n0/8CaAQZEg0gF345KMxyqf1/PUhV8h7sBPcJuxLiUVAc/nYADweDwYMZYyc2NDSwysrKmmg0+ruJ\ntqOq6lEgtcVVqqrGK1hOCl3XWUpKyt65ubksGo2+BwpnATTIz8HEAlRnAXgH9D11cdmp+H//sbu4\n7GAuAGXJvzXBcvn282glZOPd5KtBeQhvAmhXVbUTFOvusRMMAZqRLwPwK9M0P49Z9/pIJNIxODgI\nxlhSX1/f2wAKQfoHk6EY1FXyRFBt/42gbPYIyDC4EMCvQcl/CaAkzf+CktyOsx/HgjLlXwYZDHsC\n+Dko8e1ce7s7NIt/kjwAyhP5Cef8UtM0cy3L+ltvby8qKyujAwMDJxmGMZnmQUWg/IZloJDTlPH5\nfL+YN2/eLL/fD0VRbtM0TdqiVIeADL+JvBDLQJ0QXVx2OtycApdvOlcCeAKU7DcejjchViPA8TyM\naRSYpvm2qqrZAL4PShgDyL29F4Dfq6r6JYbd8BsBQNf1K0HhjaNCodC5lmXdD4D19va2pKSkAMAS\njN+AKQU02F8CmvWujnmvDmQYvAzqFggAyaDBKhvAi6BKiPhyzp+Msp8HQZ6Hm0HXcZt0CLaRgwG8\nyDl/CgCi0eiDUsrpFRUVaGlpOdkwjMlWm7QB2AQyDqZ8PrquJ2dnZ99WVFQEy7I+UhTl33bFwUOg\na3+YnVcxEdssu+zisiNwPQUu33Q8GBlaGAvntxBbxiYZY8D4OQUwTXPQNM1/xfz/MIYrEgxQ3P40\n0zQ/0nV9AWhGfxSAFdFo9C9SyjYAaG5u7gblNPxwgmO9EiSi8w8AC0DJlLHUgVQXU+zHrgD+DJr1\n/3yCbcfjDLYTHdMOww6nZIPEoPD000+f6vF4ftjQ0IDKysob1q5d+9pktqOqqh/UArkI5EGasOti\nPIqiXJOfn5+WmJgIRVEe0TRNgvJBlgG4mnM+UdXDsSBPwo5oj+3iss24RoGLCzGap8CyjYIJcxJs\ncjDc5e4N0KBzJoBlpmk+Yb9+NUg5MdkwjH0Mw4hEo1FHrCgdlNPAJ9hPNoAq0CA/GcU+E2RI/AlA\n+wTLxvMfUG7BX0EDmfPYCPJUpExxe1tDAPQZnG0Yxp6KojzZ0dGBNWvW/HvNmjVXg0I1BeNtwM73\nuAFAmv3Spljhqcmg63piZmbm+bNmzWIgL4Mjv30rqBfCWMYJAyVwdoI8Nc/ZDxeXnQ43fODiQjgG\ncnSU19InswHTNNti/o6AqgkAUHIagKWguP7fDMMYMj6klI68cRIop2HcAQ5UTfFLUCnmy5M5tm3A\nsve1HJQb4bArKKxwKciQeR8kKrVd6+2FEItAuhN/M01TWJZVHgqFlM8++6yxtbX1RJDgUQZIk2I8\nLgd1LQSoSmP5OMtugaqqu2dlZa1csmQJMjIyAOA8TdO6bJVHFcBvxpFlvhxUkXAvSBb6b6CyWheX\nnQ7XKHBxGRsnYSxjWzai6/oPADwD0iaoQly/hGg02imlBGMsDzTznyaESOScD46xyVdAhsEzICPj\n/W05vklgAXhqlNdvAIn0zAflL+SDBt5tNgzs/gEPgMSnBqLR6D+i0egLUsrMNWvWWJs3b/5pVVXV\nVQBeifHCjIrtRbg25lyOjzXgJkNCQsL0hQsXIi8vD5ZltSmK8oz91sGgstS1Y6zq7Pt2fLWtwF1c\ntgo3fODiQjgeghFJhXb44ERd1/P+r717j4+jrho//pndzbVJmqRJ06ZtLk2bthOoUMAKD/erIiIg\nM4roAyqggPqAoMhFhkUBgR9yUx7kAUWUizuACCIICqIgyEWgdKeltE3Slja9JG2T5p7d+f1xZmka\ncu29zXm/Xn2l2Z2d/e5WmTPf7znn+7FXDN//IBUJnwNmxmKxeO8nfd9v6O7ubkfKGz0kGJk9yPl8\npCFTHVIhsKvUIZ/ts0hr54uQhM5t6gEQOBMJCH4EFHmed2woFDq0traWZcuW/XTRokUhZHvtwToH\nppQQtFs2DOP7NTU1b9m2PaIbounTp8+sqqqisLDQD4VCd1uWlfA87ypkmWg+vVo/9/EDpHfG9QM8\nr9RuRWcKlBKp/Q1y+z4RDofTE4lEzLbtbyAXl4XD7asfLBscBVwbi8X+NMBhi5qamigpKTljyZIl\nP6yqqupEqhMGy6jvQEoIpyIX4V3dJveu4Ocvgp9bPWPgeV4Z8P+Qf5Mf19XVdYdCocsaGhqIx+PP\nxePxXGRjrB8Ct9TU1OQE79XWX55APB5/t6am5gYgYZpmA9K2+nCGOcNi2/bE/Pz860tLS0kmk0vC\n4fDVnudNQnIdbgGuHGQDp7OQJM9dWbmh1LDpTIFSItWfYFKvx9pDoRC5ubnfR9bQlyBJe7/o++JB\nZCElgYMlBL7T3NycZRiG0dHRcSDSSGj6MM79IlL6uO8IxrMj3cXmGYP+ShyH63+R3g/Ht7W1/XzT\npk3Xr1+/nnfffdd79913j0cqBy5Hmjb9EgkQNiH9FvoVj8eviMfjPwKeRPYnGHYr6VAodFl1dXVa\nTk4O4XD4asuyEkhviARwnWmaXYO8PIP+e18otVvSmQI1GuyHzAAMVgbWjFQelPZ6rC0UCuVMmjRp\nwYYNG2YgpWf7Alfatv1qLBYbdC17BN7otTFSEXKByx7iNTORNf2/IiWXu4tfIwmIU7bhHHOA++Lx\n+OpkMnlWe3t76M033+x488033/B9P45UbxQg3QMrkT4NjyIB26Bisdgm4KbhDsS27ez8/PyvlpSU\nGIlE4pXc3NyY53nnIMsmz5mmOdAMwH5I6elwK1eU2i3oTIHa292KdO6rY5Be/kHm+EY2b0oEm8sT\nZ8RisaZYLPb7WCx2FZLgd71t28Mpx+sIfmYOdIDjOGuAnkQisR7ZWXABcESQ2T6QA5DAwULWrHcH\nIaTkLo2By/P65XneGM/zfuh53rXAhEQiMS2ZTL7W3d2d+9577/nz5s1b3t3dvT4ej9vxePwSpJ9D\nagknEY/HrXg83neLa0CWcGzb/rFt29eN9AOlpaXdOHPmzMLMzEzC4fD3KysrP42UaC5D8h368w0k\nx6AcqTQY0Xeh1K6kQYHa292AZMe/ytBdDVNb/AJgGEZ3OBzeiJSc9XY10unPDXIGBhTkHjSxuX/B\nR6LRqBGNRg+KRqMFQHNXV9cq4ETf9x9DcgXKhhgv7D4BAcj3fDxyUfzPEMf2VYn8W33X9/2exsbG\n43t6eornz5/PihUrvvvaa69Vx+Pxj5IK4/H475F+DTORCoDBXID0h7jCtu3Jwx2QbduHFhUVXVBS\nUuInEok/WJb1KvB9ZE+No0zTfLufl10K3ItsgnUQklOwO83kKDUoDQrUaLAc2ZtgqP+9h9myo+GG\nSCSyiT7NhGKx2CLkDv0zwJ3DyGR/Fzi0n8dPRy4wTUDh+vXr1wL7rl27NvX8tEHOmborrhrivXem\nVIC0fCQvCsoPVwCtiUTi9vfee29+Q0NDwfvvv8/SpUvvnD9/fr85HPF4fGM8Hn8/Ho839/e8bdul\ntm0/juzd8GLw8HACLWzbzsjKyvr9tGnTQunp6UY4HL7V87zPA0cAN/TTk6AIuBYpPbwOqZxoR6k9\njOYUKLWZz5aBQ2N6enoWcGQ0Go04jvPRwn8sFnvGtu1vIklxs2zbPql3Q6I+HgLusW17YiwWWwUy\nSwBcArwSnCO/q6vrVeDNdevWTRg/fnwjsp/CQBs5PYNMYV+FbHi0O5gT/Bws8a4/dyB386xcudIC\nZi1atMiPx+OvLVy48DtIUmB/fRL6FczefC0UCt1SUFAQys/Pf6mjo+PxDz/88Cgg27btTGTviDXA\nE7FYbINt2yFklmMV8EE4HL5/5syZpRMmTMD3/ett2/6n53nzkBLEvtszn4x0N0xDKhKi7PpqEKW2\nigYFajRJQxoRDbSbXgNbJhquTktLm4TkGcxE6tE/EovF7rFt+31kFuIi27YfBjJjsdjCPud9CrmL\nPgJ4JBqNfh/p0rcf8DnHcT4qVXRdd57v+4cCDwNne573owE22OlC7kjvRrrl9X3Pne1kpLvgY3x8\ns6WhHOz7ft2aNWvaNmzYMKu2ttZfuHDhM8uXLz8b6Vfw5xGe784xY8ZcWFZW1p6bm5sGTG9tbb29\nu7t75Zo1ax4CmiKRSFUkEgl3dXXdbdv2C8id/kEgvSmqq6uprKwkMzPzrcrKyt95nnc6kmR6Va9Z\ngm8AZyAlp39AKi9Wj3CsSu1WNChQo8WzyMXzL0iNen93s/ORjYRSVoZCoSODv+9Ln6AAIBaLvWTb\n9l1Ic5rrAWzbLojFYht6HbPatu21QFU0Gj0NaQccQvYh6HvBewk42ff9UwzD+DayRPHkAJ/pN0jf\n/TMZOOltZzgZyf5/ErlIDnsHQM/zTgT2b2ho+GdjY+Oh9fX1LFiwYF5PT8/pr7/+ejtw20gGYtv2\nl8aOHXthdXV1cvLkyaFIJBIBSjs7O5cDkwsKClqTyeSE9PT0CEAymfRbWlrMUCiUnpOT05ZMJldF\nIpH8fffdt3Dq1KmJtLS0A5CGUgQ//xL8vRBJYk31tTgDbV2s9gKaU6BGi/eR2vm5fDxxMOVtoCbY\nChfgA8MwJodCoQYG36QoiqyjLw1+/2bvJ23bPgkoLikpKWHznXQxMMtxnL5NkP4MVHieV4iU2n23\n13j66kRmKY4YZGw7Wt+AYNgXRs/zqnzff6Szs3NlU1PTYR9++CHxeHxZR0fHcYMsxQzItu1J6enp\nd1dWVibKysqS4XD4n8h+E8dnZGRMnDFjxlvTpk37cNq0aY3V1dV1M2fOrC8rK/PGjh3blpubu8ow\njDsyMjLWVlVVhcvLy5PhcPh95Ls9AplFOLBX6+nvITkoFyOzBBoQqL2CzhSo0WRV8HOgi+xKZNe/\nHKSnwStAKC8vb8OGDRumDnTSWCy23rbtaciF4VfABbZt3xmLxdps2y4EfldYWPhmcXHxt4uLi98b\nN27c7YZhdFuW1d8mPs8hiYnfRXbW+yPSRnigbojvAcew87oaGkiPAIAjke2btyYgmOL7/lOJRCK5\nZMmSiStXrvTnzZtntLe3/we41rbtFciSyErg30N1kLRt2zAM497y8vLs8vLypGEYHxiGcaplWZsA\nXNd1wuHwSdnZ2Q1IQ6H5QE9eXt55pmk+ATQCtwOHFxcXRzIyMgzDMM4yTbO/pZCTkfbFtyAzGSOa\nzVBqd2b4vubDqFFjDnKXfgD9lMx5npfadXBi0A4X13Vf37Rp04Rly5YtcBznhKHewLbtTyDBxAdI\ns6NzI5HIVdXV1eFp06a1pKen5xmGkY7c5b+K5DH8CvirZVl+8J7fB67NyMjImzZt2jNAgWmaBwzw\nlqcCjyNZ9SPK+t9KDrIMk/IYIw8IKnzffzmRSOTV1tbm1tXVsWDBgmVNTU1lSDvgWqREMT94yUPA\n14L3CMVisS2WJ2zbzgbuLi0t/ers2bP9nJycNsMw5liWtWiosbiuey29ll4yMjJaqqqq0gzD+IVp\nmpf285IaZEZpxIGQUnsCXT5QarNUx8P8Xo8tl2VpyoKKgUHFYrF3gcOQPgPXAV/Oz8+vNQwjLT09\nfZVhGE8j3f6uyMnJSWRnZx+AzA4867puenCaeUBmZ2fnjOC5/T3PG6jD4YtAD7KN8s4wA2n3/AXg\nREYeEEwG/pxIJHIXL16cU1dXx4YNG37W1NR0CtIlsCoWi81B1uyLkDr/M5A7+Y1Aq23bb9i2faVt\n24W2bc8Oh8P/Ki8v/3JNTQ05OTl+fn7+hTU1NcNtLXw/Ug7ZCFBRUdFuGMYHbBn49HYTUvVx5kg+\nt1J7Cl0+UGqz+UiS3JFszubviEQiG5BEw1OQ9eNBxWKxt23b/glyAekoLCz8G9BmGMZ9SLXAvJqa\nmpnItD8tLS33LFu27Dyg1XXdGqQb3gpkj4WGYCwDrbHnI/8/7rsVcCnSYncZg1+8SpG73keRBMjB\nHIGUP16FzE6MiOd5h/q+/2gymcysra3NW7FiRdeGDRsage/V1NQ84TjOHaljY7GYj1yoH7Bt+w2k\nK6WPfA8HA1cAP8jIyMidOXNmYurUqaGJEycmioqKWkOh0P3ATzzPO840zQGrMlzXHYcsz3QCjYWF\nhUY4HC4GjjdNs7/uiLOQQOir7F5No5TabjQoUCpgmmaj53nvI//xT1keiUSOBf6GbKQzZFAQ+BlQ\nDfw5LS3taqRJ0a+AG7Oyso5Bmhn9FvhSdvZHkwARYLxlWYtc130gEol81/f9NMMwrumnWU7K4cHP\nVFb8XGSN+1PB74uQNfBUV705SE7A34Lfi5DllBr6DwoykZyGDKQhz3yk4mFEPM871ff9Rzo6Otrr\n6upyV69e3bh+/fokmzs99ttUyLbtVInojUGgAHCHbdsT8vLybp45c6Y1Y8aM9LKysp5IJJIwDOO3\nyOzKDcDLnudVm6bZBOC67lxk5mE1kjh4NLLx0k3AjcXFxUsMw/inaZrvDvAxUn0Y+vYpUGqvoUGB\nUlsy2LKr4YvAZXl5ebHm5uZfRqPRwxzHGXLL3WDd+1yAaDR6LVK6diOQXVBQ8DQSFHzV9/23Fy1a\n9F/IWvp+lmXVB6f4dHFxca1hGFOR2YWBpAU/1yGzC+XB738A7kOCkz8BX0TyKFKJc7OQGYh5yMWu\nb1fADGAC0uf/uF6PX8nISg7DwJW+71/T0tLSWVdXl7l8+fJQW1tbPWAD9QC9G0OBdBREEv9SlRx3\nXn755ZdkZmb+NzC5pqbmZsMwDi4rK4tUVFR0h0KhtwzDONM0zdrgfd8Kvo8TgIdd190fCRayg8/6\nDpIf8RDwYl5e3n8ikcgcJIFwKANtk6zUHk+DAqW2FKaf6oSJEyc+29zc/B4yWzBkUNDH/ZFI5Abk\nAv6PlStX/rygoOAfQNWCBQv2933/YuQuvdV1XQv4OjAnNzd3IfDsIDvxgcw+fIDc6Z+KBAXdwd8P\nRrr2zUaCgQJkVqCALZsd9e3hX4EEQxXIdP1xyJIGyJ31sHietx/wO9/3zbVr13asWLEirb6+fnVP\nT8/5wJ8cx/nY7Idt21lITsZtwfv/D3Ihv6Gnp6cZCUoASgsLCysmT54cjkQinVOmTLkuJyenttep\nGpHlhtRMw8NAHjDWsqyPAiDXdeeGw+HpkyZNWht85sFmgsYH5xx2UKTUnkaDAjUaDbhjITLNf1iv\n3xMA4XA4C7ljvzMajZ4APN9Pj4GB3NPT03NNU1PTS4WFhYcDDfF4/FTLsn4bj8f/CkwCfhj8AbmA\nnxmJRK4B1vZ7xs184B/BnzORO/9PB+f8MnAIUuJ4GzIbMdRGRRXA35G74c8h2xHXDnJ8vzzPm+n7\n/h96enqyli9fnly/fn1zfX19WiKROMhxnFW2bWfYtv0ekvfwAhK8ZCNdAjOQQOVTsVhsXlDuecPa\ntWsX5uTkXAi0p6enXzZ9+nSjrKyM0tJSQqHQn5AllP2AFaZp3rVgwYKHfN+/2vO83KysrDfa29vH\nI82pXgJwXdcALisoKGgyDGMscNYgyzTpSIASY+RtnJXaY2hQoEaTBch68jlsvvPtq57N6/QgF+gW\n5GKV2ujmWSAZjUZfAE50HGeoLPTDgZyGhob7CwsLz0EuXhcAz1uWtQr4ouu6PwdKJ02a1Jqfn38e\n0jJ3GnC+53kFSGfDLOBx0zTX9/MeBjILcCXSj2EV8OYQ40pHdnyc0uuxo5CL3pHI9PuIBGO90Pf9\nK7u7u5O1tbUZa9euXbRq1apZwGWO46R6RYSB6cHfD+7191akpDMO7Gfb9nxkaYS2trbr2tra5ubk\n5NxcVlZWHQQEPYZhvIjsj/BZwEUCm/tmzpzZsHHjxmWNjY2XVFZWjmlpaVm3YsWKv7mue5ZlWQ8C\n3wiFQqcWFxevMwzjUdM0ByrpNJDdEcuC91Bqr6V9CtRoczGyk12qtG4Lnud9FXgA2C+VcOa67m3I\njoZTPM8DyQc4AbkAH+Y4zsuDvWE0Gj0XuAeY7jjOYtd1HwCmWpb1sZ0TPc97EbnbbQB+jVyQrkIa\nKoEELaf2s22vgcwCjAEuRwKZQmRpob8GPDnIevrxyOxIShPwbbYuIDjS9/2ngMympqbu1atXb+zs\n7Dx78eLFDyHr+DOQmYu7gfb6+vp/bdq06fxg7GRkZHTn5eUlMjMzuxOJRM/69esL2tvb64AphmGE\nJ0yY0FhRUTG2rKwsXFlZacyYMaM7Ozu70TCMGj5efVEDnI/MnuR3dXUtXLZsWdmmTZvalixZkp9M\nJu8DvlZVVbUmMzMzB/gv0zS9Xq/PQnbCLEDKLw9DmhX117tAqb2GBgVqtMlC6t0vAe7s+6TneWlI\nsPCUaZoXAriuezKScT7FsqwVANFoNIw0C1oM/BhJ3EsDXnUcZ4tZiGg0mo1cnMPAFbNmzTrAMIwT\nkLvjTKQxzwfAC0F9/XxkCv9MpILh9vb29ttaW1tLxo0bd7dhGOOB/U3T7Lu0MB0pFdynz+NPBZ8p\njuQEVCMzH+OA05CZj63med444Hrf989tb29vXbZsWU5zc/OmlStX/qO7u/skJBC7BSmfvDX4vABX\nxePxxwCzrKzskNzc3Evy8vJa8/LyNvX09GQ1NTXlbdy4ccWYMWOycnNzC0pKSkKTJk2isLAwOWnS\npE35+fljDMM4NviuBpKBVF9cn0wmWbBgQUlra+ua+vr6qokTJ9YXFBRMMQzjeNM0/9bndangMIks\nzdzCwF0lldpraPMiNdq0I2vrx9HP8lmwI+EfkXX5lNSeBh+1OnYcJ4Gs2VcjWdH0LJIAACAASURB\nVO03AdcCr0Sj0Qt7n9NxnDZkan8ecF9TU1MjUIWUxF2H9CN4Doj5vn8BMp1+CfCO7/ufjMfjK5cu\nXbp49erV/66trX0Ymfb/o+d5Y/sM/wMkqXAiknBYAHwLuRifCPwS2YL4O0iypMk2BASe54U8z7vc\n9/3aZDJ5dkNDg7FgwYKepUuXUl9fP6+7u/tEZBMhB3jTcZyNwIWJROJs3/d/Btwei8UW1tTU/DE3\nN/fbBQUF/5g8efKYvLy8tIKCgq6qqqrkzJkzc+bOnVt46KGHhubOncv06dO7qqurVxUUFOQZhnE+\ngwcEIP0EXOC8UCg0raio6I6cnJyqWbNmrSosLCw3DOOKfgICkL4UtUggdxQaEKhRQmcK1Gj0eaRZ\nzy+RqfIteJ73ZeTiWWia5nrXdSNIIDEPuMCyrHdAEtWSyeSc7u7uc9LS0tYYhuEtWbLkmK6urtRy\nwZ+QhMSOaDQaQZLnwunp6XOD9sXFSKnik8BryHLBpTU1NbeappkM3uMcpCzwdmAycExhYeHtEyZM\nuMgwjHVIAHOraZrDme7PRC5ybWzDPgme51UB300mk8eGQiGzsbFx0+rVq9NXrlwZWr9+fQdgO47z\nTDQa/SzSabEbuDUejy9Hlg5OR5YvLozFYr8EiEaj74TD4YUzZsz4YiQSebyqqure9evXn5udnX18\naWnpmIkTJ/qhUMjwfb/HMIw3kdLBkVSBhJAlkQc9z/sL8N/IZlK/6ye5MIzMuMxEljyUGjU0KFCj\n1SVI34BpQF3vJzzPOx5JBrwHKVF7f9WqVVZnZ+dFra2tE5E78iZkur4Q2QI5ART5vp/o6Oh4f9my\nZXmJRGIysrxwA3AgcB5wkOM4b7uuOwNZy88DbvM873vl5eVPZmdnf9YwjBMsy3oewHXdo5FGQ6ch\nWfN/BA7NyMjYWFFR8XokEtkPWbawTdN8fkd8UcEujScARySTySmGYZyWSCTCra2t6evXr/dXrVrV\nsXr16qzu7u6fAjc6jvNRCWU0GjVSpYe2bd+HlFtuIsiRMAyD8ePH31BUVHThxIkTvdLS0k9VVFQ0\nh8PhvFAoRG5ubuvEiRMzDcP4PTIb8z7QsZUf5TdIc6eDkX+z/owDnkByH85Dej0oNWpoUKBGq0nI\nnePn6DM17HneROBeJFmtvPdziUSibtmyZf9qa2trR1oIvwq8aFlWj+u6E5CL9zW+729saWm5ZcWK\nFSezeSniW47j3JM6l+u6VyPbLj/hed5hwLipU6e2ZmZmvmBZ1sm9jvsbMBY4yLIs33XdiUiewJSM\njIyrqqqqTjcM45NIG+ZXTdPc5pI5z/OykOZF033fP98wjFN6eno6u7q6Mjo6OqitrU2uXbs22dra\n+mQymfSAFxzHeREgGo1mAT9BEvRKkSDq+ng8fghSdeFnZGSszMrKmjRz5kzGjh1Lfn5+sri4ODR+\n/PhkWVlZc1ZWVq5hGOFgOL9ClkG2da+B/0K2pm5BShP75mSEkYDgYGQ24+/b+H5K7XE0KFCjVWpH\nxLlsmX3/kZ6enpzOzs4LOjs7yRAn1dXVlXZ1df3HNM3PD3Ri13WnIi2MDwH+sGbNmmvWrVvX5TjO\nwuCCvs6yrG7XdW8myGZvaGh4vqmp6bhx48Z1lZSUJIACy7I6g/OdCfwOGGdZVqplbwnwv8Cp4XD4\n6RkzZkw3DKMaKSd8G1lueGyoAMHzvEykKU+qYdMRSKBS0et7YOXKlaxZsya5YcOGZEtLy2s9PT1/\nRpY7VgM4juMHG0YdhsyM7I/MtCxFyhtPBdb4vt+Ynp5enpeXl52fn09FRQU5OTmd6enpGb7vd1RV\nVdVmZGSMNwzDQRI5NyFNhbbXf6imId/Pn5BkSx8JEI8FzkbaH5+GtjJWo5QGBWq0ehGZdj+M/i84\n6cDLyEUipa2zs7N2yZIlM4Ac0zQH3BQnaIxzOpIP8Ayyhh1F1sLjSPvhHyPr4uN83y9buHChVVxc\nPLWoqOiPwM8sy7o0ONdnkDvcfSzLivd5n9OAewzDyB0zZszreXl5G/Py8vLC4fBhyDT768AbSI+G\n9cHnmoXsjTAbmQ3YQnNzc1tzc3NmT09PaNOmTcl169aFWlpa5tfX1++zceNGuru7VxYXF08eP378\nGUh5ZxJJKJwSnDsOnN+7HXQ0Gj0KOLq0tPTogoKCTxUXFycLCwsJhUIdhmH8H/BWVVVVc0ZGxpNI\n5v/vBvput4MzkHLM3hLIv8XVjLxjpVJ7DQ0K1GhUiDTEOZf+14wNpHTu20izmlSGvptMJg9fuHBh\nCfAJ0zTnDfYmruuORS7Gv0cSFa8B7kBmEA5EehHMRfoePAgcb1nW867rfic47l9IB73HkUZErwGn\nW5bV3ed9CpC1+uORqe/crKys/xQUFKzJzs4uSEtLKw+FQh9d/JPJZGtXV9eqtra2zo6Ojtyurq6x\nwNhkMplsaWkJNTc309XV1d3e3r64vb39D8uXL/97c3NzOVK3bwBX1tTUTAUeCb6bOFCJ3NX/Dvhr\nfy2MXde9PRwOf3f69OkbQ6FQONi86Cemaaa2Of4k0oToQPrvrbA9HYnMEIAES68gpapKjWoaFKjR\nqBKZ1v4M/ZfkOcgF/DvAz4H7kUz0y4EX6uvrG1tbW58zTfPLA72B67omcBfSiOiTyB35S0inwZeD\nn68iiYY3BeM5xrKs9cHrbd/3vwJ82jCM9uDY44KfJ1iW1TrA+2Yh1RVnI7MchSAJfaFQCN/3SSQS\n9PT0JLq7u0NdXV1Gd3c37e3tyU2bNr0YjGUesLpXgmDv/0jMisViC6PRaDXST2EhslTiAa87jtNv\nW2bXdU8Anq2qqno3MzNzEnCgaZr1fQ77BpLLURp8P0qpnUyDAjUaZSBZ7I1IDXrvHQJLkQv0LUjH\nwl8hCYnXIMsMy1tbW5fU19cfAkw0TXNd7xMHywb/E7x+BXCWZVl/D56rRJYPpiN18OMBfN9/ZPHi\nxe92d3fnI41yupHZhG+Fw+ExpaWljbm5uRW93iZmWdYXh/qQwVhykYz6JNBRW1s7pb29/Y3gkEuB\n95Dqi2WO4/Sb1W/b9hxkJ8VaJDnPj8Vi70Wj0dnIjMYBSDVBF9Kr4freMwWu6x4GPFlSUrK2qKho\nOvAF0zQf7/UWk5C2zpciyySnDPXZlFI7hgYFarT6BDI9/zPgR8Fjacj6/yeQhLSNSCDQgDQEArjR\n9/1vL168OLO7u/t80zR7VxOkIY2IzkWCgissy+o30S+4YI8Hwp7nfYLNWfG5wSGtyM5+tcA5WVlZ\nUyZPnrwmLS2tFFgJVA507qFEo9GvIHf3+zuO885wX2fbdi6y7JIei8WM4LEc4PM5OTnjysrKJhuG\n8X1kP4hngs9ZCMwbM2bM2vLy8tmGYVxvmubtSDDWg+xD8RmkqdStSN7FtlYZKKW2kgYFajS7FWkl\nPD74PbUvQu/WuVXITEJqWjwPWLxhw4a2lStXrgIOSTW/cV33G0jG/TmWZf16uIOIRqO/QLojTkTu\nmg2gNuiaSDQazUQCl8syMzPfS09PP+viiy8eNJ9hiPebg6zZX+44zk+HOt627RDwXeT7Aml+1IJ8\nJx+1VM7MzPx6VVXVr/Lz8x8sLS0tQZZcCnJyciJlZWXtGRkZdVVVVc8YhnEBUmIJknNxC9JMStf0\nldrFNChQo9kFyJ19HpLs9xDSrOjrg7zGAN7q6upqWbx48eHA0fF4PAdZdrgYaLMsa85IBhGNRj+F\n5ApYjuM8OsRxv0eCmChw30Br+EO8n4H0EbgiOE+0v8RAANu2U818DkWCgj8hORJpSLe/M8PhMEVF\nRa+WlJQUFBUVVZSWlqZPnjy5Iz093UgmkxsjkciEnJyc16ZMmbKvYRjdyCzFzWzuMpgY6WdQSu0Y\nunWyGq0mA9cDi5AStE8AfwV+OMhrQsia//5paWlXAGOSyeT/Q9bbCc5z0VaMZT/kwjjo3b/jOK9F\no9GaYNzXAj+JRqPPA+c4jvPhcN8s6ClwFVItcD1SGXFb3+Ns2zaQ6gwTODoWi70YPPWCbdtTALew\nsLC1vLyc4uLiTxUWFjJhwoRkfn5+yPf9pYZhPBsKhYpzc3PfnDx58rVBe+KTgvdVSu2GdKZAjVYH\nIzkFcaAE+ArSCz85yGsMpHTwDODuoIf+HxYvXkxnZ+cXLMt6fJDXDigajX4TqVSodhznY9s5D/Ca\nIqRE8CpkT4MrgAccx2kf4Xvfi1yoK1KJhrZtT0BmBEqRJY2zYrHYA6nX2LZ9SDgcfrqioiJr6tSp\nGUVFRZSUlLSNHTs2DdhkGMYPgfuDxklFSLkfSG+EgdoLK6V2AxoUqNFqDPAhsrb9bWQZYbjuAw72\nPO8A3/fXr127dvXatWtrLcs6cmsGEo1Gc5G19Vxk18SbB5rO7+e145AKgDOQZkX/RC7CceA/QN1g\n54pGo59DNmSqdBynDsC27cOR8sneXkaWW5YC86dOnTp2n332ySsvL08WFhaGgHWGYfwCuMM0zVRu\nQC6yb0M50mJ48XA+k1Jq19GgQI1m05ByuhjDa6ObKje8BpllONHzvL/19PSUv//++1XAKZZlbVV7\n3Gg0WoLc7X8XSbq7ynGc90fw+iqklfDRyB15QfDUKiRAyAp+/h1ZqqgKnj8D6aEwwXGcj2ZJbNv+\nDLJnQwPSyvgHwev+kZube85BBx0UmT17dmLs2LFJwzCuAu42TbN3aWcO8DTS7vgIpLWwUmo3p0GB\nUgMrQJr/1CPlc+ch2y3/Bpm2X+F53sG+77+yZs2ad9etWzcLmG5Z1vKtfcNoNPoFZHvhIuBKx3Gu\n34pzpModD0ISBKcBncgFelZw2HokWfCV4H226CBo2/YhbJ72z0eSC59LT0+npqam9YADDsiePHmy\nEYlEzq2urn4YCZj2R4KSdOBLyNbQn0YCKKXUHkCDAqX6dzmShAdyt20jU+G/Rnbs+4jneX/yfb/E\n87x9gcsty7qVbRCUIF6JBB7fcxxnm87X59wTAd9xnIbBjrNtuwRp3PQicEssFvMvvfTSu8ePH3/O\n7NmzQ1OnTmXSpEnLsrOzJxqGkd7rpY1IE6N/Ins7zN9eY1dK7XgaFCi1JQOpQOh9h96A7D0wA6nL\n36JpkOd55wN3eJ73gu/7BcARlmWNKOGvP9Fo9Cbge8ARjuO8MtTxO1I0Gv1xZmbmVXPnzk1OnTo1\nNHny5C7DMFYbhvEzNvdwWIT0PxgsWVMptRvToECpLf0AuDH4+xIkh+AlJBu/Bpl+36K1sed5+wDv\ntbS03LZs2bLzkRbKx1qWNeIeAr1Fo9EIMvUeBuY6jtOzLecb5H3GIMskecjU/7xU46Tg+cnAsurq\n6rq5c+dWVlZWJoCnDcM4G60mUGqvokGBUpvlAGuA/0VKFpcipYogZYuLkIS5E5Gufh/xPO9+4Csd\nHR13Llmy5Czg15ZlXbKtA4pGo3ORwOAKx3FuHOr4Xq87BvgmMrPRDjwH3JsqeYxGoxlINcFF6enp\nZVlZWUQiERKJBM3NzY3JZPI3SGJiLvDF/Pz8T8yZMyd7n332Sebn5680DKOGLfeMUErtBTQoUGqz\nY5FeBfVIGd1rwGFIkiFIWd0LwGX0afbjeV4a0h3w8sbGxtcaGhoqgU9alrVsWwcVjUafRTL4c4ea\nLQjyEW5GyiznITkBhcgW0GOB04E/An80DOMzlZWVazMzMycC+L6/EchJJBKbli5dmuzp6SkA2jIz\nMzfMnj27uLy8PK2iouIf2dnZhyN5FqXb+tmUUruX0K4egFK7kZeQi+mbSHAwDdmcJ7Uj4StIoHAK\nMqX/EdM0u03TvAK4obCwcG5BQUEIeNV13U9sy4Ci0eiXgBOQPgHpQxybjXRlPBcpbdzPcZyLHMf5\nb6SD41NIK+engM9NnTr15czMzDwkUMi3bTvfMIwZkUikbfr06R/k5+dnm6ZZXFVV1VpaWorv+89l\nZmaeHrzdRCRgMrbl8ymldi8aFCi1WTfSxOh04HPItsLtwAe9jrkFKfN7iv7bhF9lGMZvSktLi0tK\nSgzgJdd1D96GMc1HMvmPBRqi0ejp/R0UjUbTkH0b9geOchznzt5Ni4JOh18PPsuBubm5P83IyDgS\n+J5lWY9ZlrURwLKsJcBphmEcVFpa+lvg1cLCwopIJBIyDOPboVBoLdJPYSPS8nmLSgyl1J5Nlw+U\nGrlvA3cCs5HAYQue5xlISeN1GzZsWPXhhx9mAIdYljXsZkR9RaPRacANSIOic4H7Uxf9aDSaD/wc\nmdE4wXGcFwY5Txrgm6b5G+BwoKq/LZhd1/0OcG0oFErOnDnTMAzjCdM0e28UFUJmJZqRmZOtFUb6\nIISQ7aLbBj9cKbUjaVCg1Mh9A7gXyTsYMGfA87zzgF82NDQ0NDY2GsBRlmUt2No3DaoRfonc8f8T\nqYg4FpnG7wYudBzntwO93nXdMHAkcBxSZXGBZVl3D3J8VnV19ZfT0tLuBSpN06zrc8jPkZmC3wV/\nPkC6HoaQxMwPgZWDfKRqZAfGWb0em480h7oHTWRUaqfToECpLWUg6+8nIwl7JlJ10Nu/kda/Jw91\nMs/zfg5cuGLFivqNGzcawP6WZTVtywCj0eiJSHOjuUji43PAQ47jDHYBxnXd+5CAYg2SG/EW8Abw\nvGVZ/SYwep53OfAD0zQL+nk6HalguBgo6+f5BJLUeA39zKgg3+M4ZFalC0mIPAZpFNUGPM7m8s9C\nZO+EhxgkEFNKbRsNCpQSGUgHPwtp/5vyFWRnRIAKNu9MeC8wZMlhsJTwmO/7xy1YsKDL9/31wHGW\nZdVu64Cj0WhkuL0LgryGfwH/hyxD/B1JFkxD+ip81bKsN/oZ/9lIF8dc0zQH2vI4DExHAoNU4uFG\n4EBkK+mpSOvmK5BtmlOeRQKHz/Y53yQk0DgK6Z1gIP0QTCSP41qkuZT+x0up7UyDAqXEv5DeBL09\ngdxZT0cuRCcgOxE+A1zNMFv4ep53AfCLDz74YEZXV9czSPLi4ds6YzASrusWIzkAM5GlhrXIskMp\nsgxQBRxjWdY7fcY+HZkpOcU0zSE3ewpKMy9DNllalJaW9tz06dM/jZRrrgYeRgKBHOCryBLIucP8\nGDnIDMkPgfORQKOvo5A+Ep9Elid8ZGbkCWQHyu5hvpdSo5IGBUqJ+5CL1GvACmRN+9fI7ADIlPWP\nkCntge6Y++V53jnIHfrTdXV117S2tj6LXKzuAm61LGvDoCfYTlzXzUD2IzCAn6QqDlzXLUT2ddgn\nGFO0d8DieV4d8KhpmpcOdn7P8wqRi/5RwEKkLXQ68OeioqJfjB8//lLkQh1GvsM1SOnkW/2fcUB3\nIcHap4DeQcyJSJCxAlmaiAePlyH/tv8Ijukc4fspNWpoUKBU/w5FkvlALmD7I2vaI+Z5XghZcogC\nR8Tj8Trg+8DXkOn0gyzLWrWtA94WQcBwMTID8i/gBMuyEgCe5/0b+MA0za/0fk0wi3AsklRYgZRx\nRoBTTdN8wfO8MUh554+Q4GCWaZqt22G4mUgviQ+R2RuQQGcBUIdc+Pvuv3Amkgx5ICMPQpQaNTQo\nUKp/1chae8qTwOe39mSe552MJN0dZ5rmXwFc152C3OkuA86xLGuXX6xc1z0KSV48w7KsRwA8z2sB\nbjVN8+ogR2Jf4FLk7rsHWRZoQO7EbzJNc4sdGD3Pm4NciL+IdFU8HLmjfxTIArpN0xzp3ftXgQeC\nP2uR4GCf4OdzfY6dgswuHI5s5/yxEkyllNCgQKmPS0NmBbqQkrp6JIN+6TBem4tcnN6lV819MLX+\nOlAJHG2a5ksAruvuB/w2eM0DwJWWZa3YXh9kpFzXNZCM/wcsy7oYwPM8FzgNuROfgFQMrEFmAB4c\n6O7f87wK4CSkQqEcSdp8PDjPLGSb5XFALVBlmuZI/mMUQnIXvgKMQWZ1HkSSF3s7C7gfaEL6Szw8\ngvdQatTpryObUqPJGCTxraPXYzXIOvThbF5CGIqBbEB0HVI+B3A80i4ZJFiYhOxHsDD1Isuy3nFd\nd3+k98FPgC+6rvt/wM+3pdnRNjgNGX/vBkgXIYFROhIMvAX8zTTNj91xe56XBRyCfA9zkZmEvyBL\nE4cFhx2CNH56AAkKEn3PMwxJpIrihiGOawx+zkeSKfORJZvpwWfZuBXvrdReS2cK1GhlIFskn4+s\nUT+AXPxakIv5Xxi4OVGq7M4HCpBs+DnI+vqfkSqGAuALyJ0xnucdiPQEOMs0zQf6G5DrunnI3ewP\nkGn2Z4E7gBcty+ro7zXbi+u6ZcD3kEqA54DTLMsa1n8cgkDgG8DZwCeQm413kCDnBdM01wfHVSK5\nAAZypz8Wydc41zTNR7bn5+kl9e+8P5In0oEEep9DZoKeQ2ZqHmPrghOl9ioaFKjRKhOpfW9F1sRN\npNvfS8jU9nwkMe3ryMXCAD4T/H5M8Ng8pNHRRCTb/QPkTjsJnIfsjwB8lGz4LNJN8DWkCc+TpmnW\n9x2Y67qZwXmuQGYtEsiU+1+Bn1mWtXx7fQm93u/fSHniw8APLcsasN2w53mZSOBzOHAAcDSSG/Ao\nsivjm8Dbpml+7CLreV4N8CWkW+Eq4BnTNBv7HreDTEQCrs8ibarDSN+JQ5AljH8hweCjSNmoUqOO\nBgVqNLsZSZgj+HlLr+e+hKxRP4hUCZyNNCx6B6l5TyJ3n3lIW95DgHOQnRRtZGp6C0FgcApyV31c\ncI5vAb/pbz09WN+vQbZsPgjpoJiLBBtvIP0DXrEsa13f1w6X67oRwEHW5w+yLOvdfsadh8wAVCB7\nL3yGzUHVW0gjpEdM01yytePYxQ5E/u0OQmZ8rkEqRZQadTQoUKOZgVzsNtF/uWEqMKhD7jKfYvM2\nykbw958iywyrkLvPW9kyP6FfnuflArcjAccbwG3IHXb9QJn4ruuOBS5E7nRnI818fGRb5Thyd5tE\nZhZakenxbCRHIAvJCQgj3RvHGoYxIRwOlxuGkZORkfFIeXn5vWwuL6xEZg6mIevvqSWTd5EZlOeB\n90zT7Fv6t6cKIeWYDhLsvTP44UrtnTQoUGpwRyF3xwayRr4aycD/FXLH/Afk4v4yI1yTDsr7jkFa\n9h4UPNwcnO9O0zTXDvTaYBZhCjLjcBISmGSFQqFwJBJJ7+7uzvB9Pw3oSEtLa0lPT09kZGREIpFI\nJDs7Oyc9PT07EonkGIZh9HP69ch0+gokp+Kt4E+daZotI/mMuwkDCaamIzkeLyMJpq3Iv9kRyJbZ\nNcgMwTW7ZJRK7QY0KFBq+FJbIv8AuSv/JtK/YJt5njcBaUH8WSTh0UBq+TcA+yGBSD1wtWmaf+nz\n2jSkbv9bbA4ufGT2Izd4bcpGJF/ibWSTogZkpqQZCQbW7KEX/pRxwc/eeQrXIuWTDch30Y7MnLQH\nx01Gln2+D7y600aq1G5IgwKlhu8C5I7yDqTk7mN5A9uD53lFyNLE2ch0f6p736eR1r5/Bf6D9DYY\ng9zhFiFBxGPBseXB86ls+2XAEtM0B0wg3AtciczmdCLLK4uQ5aF3kKDgeqRM8jDkOxqPlCguRSoQ\n9palEKW2mgYFSg0thKw1X43sYXDerhhEsNxgIaWDk5G7/Vbk4veYaZofSxIcRfKQBkXh4Pd7kJmc\nq5B/uwJGuGeFUqORBgVKDS6MbJZ0FhIU/BTdaW93dTzyb/UG0m+hA5k5uAiZeYntuqEptWfQjoZK\nDawauAlpdPNltEXu7m4sMoNSgpSNzkBmCO5hc2dJpdQgdKZAqf7lIdn3Hcg09B927XD2SgbSpGm/\nIY7rRnpBpBo9GUhCYRqby0o/hTSW+g+yMdP+SM7HHUhJqVJqGDQoUKp/c5HOg3ORjYxSDOQiZiGd\nD9ch2e3btcvgThBBGi6Fkcz7gXYOzAiOS80qvo18ZgO5EI9FkvrKgufTg7+/g3Q3TPZ6/FikB0LK\n+ODcKxg8yS8/eL8PkFmAMcFjva1BqgssJMdCKbUVNChQqn+HIln7r7B5/4MxyF1pOVK+9+/g97HI\nboqrkKz2duQC1oHU97+B9BK4CmkmNJgPkWTGtcE5ViEX7K3JjA8h7YinIu171yAX968EY6kKjnse\nuZj2bpqUKnO8HJmST2kFnkGWVmb3emwxUgaZCMZ8KB+/cK9CgoXUf3QSSL+HJ4b4HGOD8Raw+ftd\nzOZWxMuR8kr9j5lS20iDAqX6F0G23J3Y67EuZIfDZ5FdBLuRC98Fwc8yoBjpDVCF1MJn9Xr900iP\ngMGk9hTobRWyqc89DK8nfxhJrLsaWVcnGOsFSIvlTyHLITci0/Au/QcrSSSP4haknj8dKZM8GAmK\n7kIuzqv4ePJlJjITkOIjF3Qt+1NqN6ZBgVI7TghZfqhCLoh/Z3h3syXIRXoWctE+Grlrb0LWx5cg\n5XX7Bud7H5lZAAlOjgre82lkf4cFwM+AM5GL+UnI5j8ps5CNjfp6HZ2KV2pU0aBAqT3DNCThMZ/N\nTYveQtbaa5DESIA2JNnuf5GmRylh4GJkq+B5O2fISqk9jQYFSimllAJkelMppZRSSoMCpZRSSgkN\nCpRSSikFaFCglFJKqYAGBUoppZQCNChQSimlVECDAqWUUkoBGhQopZRSKqBBgVJKKaUADQqUUkop\nFdCgQCmllFKABgVKKaWUCmhQoJRSSilAgwKllFJKBTQoUEoppRSgQYFSSimlAhoUKKWUUgrQoEAp\npZRSAQ0KlFJKKQVoUKCUUkqpQGRXD0AppdReqRCY1eexBPDaLhiLGibD9/1dPQallFJ7n0eBL/R5\nrBkYuwvGooZJZwqUUkptbznAPsAzwCW9Hk/umuGo4dKZAqWUUiPxHT4+A9DXJKAEOBZ4fYePSG03\nGhQopZQ6GegGngVSF4V84DOA2eu4KcBZwNPAhkHOlwB+Dryx3UeqdigNCpRSavQZAxwMGMABwA3B\n42uBLiANGB88toLN0/4+cBdw004bqdqpNKdAKaX2fhlIAAAyA/AMsF+v693vvAAABFpJREFU528H\nngIOC35PAkuBfwL1O2mMajegMwVKKbX3CgF3ABf2eXwdcAqwHFk2WLWTx6V2UzpToJRSe7apQDYS\nAJwKnMjmWYExSK8AB7nzT/kHsGwnjlHtIXSmQCml9kxFwCPAMb0e6wAeBzb1euwZ4ImdOC61B9OZ\nAqWU2jOdggQEZwB1wWNLkGRBpbaKBgVKKbVnSi0RPLJLR6H2KrohklJKKaUADQqUUkopFdDlA6WU\n6l8W0unvyCGOWwzcssNHo9ROoEGBUkptaTzSs/9rwc95QM8AxxYjrX+HGxTMCf4Mphb42zDPp9R2\npUGBUkpt6XvAZcg2v0cBfx/k2HOBe0Zw7reGedwsYOEIzqvUdqFBgVJKbSkBtCB7A3jb+dwHMLyZ\nAg0I1C6hQYFSSm3pDqQz4PPITMGi7Xju/wR/lNotaVCglFJbWg0cDbyALB08P8ix1TtjQNvoYOAI\n4GZkFkSpAWlQoJRSH9eABAa/ACoHOa4b+PVOGdHWORT4C7I3wizgbGT7Y6X6pXsfKKXUnimV5GgM\ncsxTQBnwG6RCYhrSClmpfmnzIqWU2ntFkD4Kfw9+P2nXDUXtCTQoUEqpvd/bSALlbUjOxF1AeJeO\nSO2WNKdAKaX2bI8O8twc4GUkj+AipE/CvkgvhgTwnR0+OrVH0aBAKaX2TK8ATwM5gxzzNuAGf/eB\nB4K/pwNfBf4NPIxWJaiAJhoqpdTo8xXgbmAMEih8HQ0MFBoUKKXUaPYl4MHgz9fQwGDU0+UDpZQa\nvR4Jfj4IzAdu2oVjUbsBnSlQSin1JrI75PwhjksCNyD5DGovpEGBUkqp84BPD+O4fZDAoAZdatgr\naVCglFJquD4L/AmoApbu4rGoHUCbFymllBqutuDnYK2V1R5MgwKllFLDlQx+5u3SUagdRoMCpZRS\nw/U6soPk+bt6IGrH0KBAKaXUcLUDfwVm7OqBqB1DgwKllFIjodnpezENCpRSSikFaFCglFJKqYC2\nOVZKKTVSc5Ckw4EkgJuBx3fOcNT2okGBUkqpkbgXSTgczDQgBpwKPLXDR6S2G+1oqJRSansLIzMJ\ntcDpu3gsagQ0p0AppdT2lgDWoJ0P9zgaFCillFIK0KBAKaWUUgENCpRSSikFaFCglFJKqYAGBUop\npZQCNChQSimlVECbFymllNoR6oCOXT0INTLavEgppZRSgC4fKKWUUiqgQYFSSimlAA0KlFJKKRXQ\noEAppZRSgAYFSimllApoUKCUUkopQIMCpZRSSgU0KFBKKaUUoEGBUkoppQIaFCillFIK0KBAKaWU\nUgENCpRSSikFaFCglFJKqYAGBUoppZQCNChQSimlVECDAqWUUkoBGhQopZRSKqBBgVJKKaUADQqU\nUkopFdCgQCmllFKABgVKKaWUCmhQoJRSSilAgwKllFJKBTQoUEoppRSgQYFSSimlAhoUKKWUUgrQ\noEAppZRSAQ0KlFJKKQVoUKCUUkqpwP8H2bqm05/RL/8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b7038b7dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jvB+2tVeeTxzn9ba10D8zoXpbxX5ckOP9I6WU431nLCJOBn4CnJNS2l6x/E+B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\nkCRJWf1/a1IemE/nrKUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b703c0b588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "from pylab import *\n",
    "\n",
    "#read image to array\n",
    "im = array(Image.open('empire.jpg').convert('L'))\n",
    "\n",
    "#create a new figure\n",
    "figure()\n",
    "#don't use colors\n",
    "gray()\n",
    "#show contours with origin upper left corner\n",
    "contour(im,origin='image')\n",
    "axis('equal')\n",
    "axis('off')\n",
    "\n",
    "figure()\n",
    "hist(im.flatten(),128)\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Please click 3 points\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "e:\\Program Files\\Anaconda3\\lib\\site-packages\\matplotlib\\figure.py:397: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
      "  \"matplotlib is currently using a non-GUI backend, \"\n"
     ]
    },
    {
     "ename": "NotImplementedError",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNotImplementedError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-21-88b66ff51c2c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mim\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Please click 3 points'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mginput\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      8\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'you clicked:'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32me:\\Program Files\\Anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py\u001b[0m in \u001b[0;36mginput\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    709\u001b[0m     \u001b[0mIf\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m*\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mnegative\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdoes\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    710\u001b[0m     \"\"\"\n\u001b[0;32m--> 711\u001b[0;31m     \u001b[1;32mreturn\u001b[0m \u001b[0mgcf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mginput\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    712\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    713\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32me:\\Program Files\\Anaconda3\\lib\\site-packages\\matplotlib\\figure.py\u001b[0m in \u001b[0;36mginput\u001b[0;34m(self, n, timeout, show_clicks, mouse_add, mouse_pop, mouse_stop)\u001b[0m\n\u001b[1;32m   1663\u001b[0m                                                   mouse_stop=mouse_stop)\n\u001b[1;32m   1664\u001b[0m         return blocking_mouse_input(n=n, timeout=timeout,\n\u001b[0;32m-> 1665\u001b[0;31m                                     show_clicks=show_clicks)\n\u001b[0m\u001b[1;32m   1666\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   1667\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mwaitforbuttonpress\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32me:\\Program Files\\Anaconda3\\lib\\site-packages\\matplotlib\\blocking_input.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, n, timeout, show_clicks)\u001b[0m\n\u001b[1;32m    292\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclicks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    293\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmarks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 294\u001b[0;31m         \u001b[0mBlockingInput\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__call__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    295\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    296\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclicks\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32me:\\Program Files\\Anaconda3\\lib\\site-packages\\matplotlib\\blocking_input.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, n, timeout)\u001b[0m\n\u001b[1;32m    115\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    116\u001b[0m             \u001b[1;31m# Start event loop\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 117\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstart_event_loop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    118\u001b[0m         \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m  \u001b[1;31m# Run even on exception like ctrl-c\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    119\u001b[0m             \u001b[1;31m# Disconnect the callbacks\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32me:\\Program Files\\Anaconda3\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36mstart_event_loop\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m   2400\u001b[0m         \u001b[0mThis\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mimplemented\u001b[0m \u001b[0monly\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mbackends\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mGUIs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   2401\u001b[0m         \"\"\"\n\u001b[0;32m-> 2402\u001b[0;31m         \u001b[1;32mraise\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2403\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   2404\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mstop_event_loop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNotImplementedError\u001b[0m: "
     ]
    }
   ],
   "source": [
    "from PIL import Image\n",
    "from pylab import *\n",
    "\n",
    "im = array(Image.open('empire.jpg'))\n",
    "imshow(im)\n",
    "print('Please click 3 points')\n",
    "x=ginput(3)\n",
    "print('you clicked:',x)\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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